{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Created by william from lexueoude.com. 更多正版技术视频讲解，公众号 1.乐学偶得（lexueoude）2.乐学FinTech (LoveShareFinTech)\n",
    "\n",
    "example : have heart disease or not?\n",
    "\n",
    "\n",
    "---1.chest pain 2. good blood circulation 3.blocked arteries 4. Heart Disease <br>\n",
    "01.No----------No----------------------No---------------------No <br>\n",
    "02.Yes---------Yes----------------------Yes--------------------Yes<br>\n",
    "03.Yes---------Yes----------------------No--------------------No<br>\n",
    "...<br>\n",
    "...<br>\n",
    "\n",
    "每次选取一个可判断的条件，然后进行单一条件的决策树转化<br>\n",
    "1.Chest Pain<br>\n",
    "  --|------|----<br>\n",
    "  HD-----HD-----<br>\n",
    "  |--|-----|--|------<br>\n",
    "  Yes|No-Yes|No------<br>\n",
    "  105 39 34 125 <br>\n",
    "\n",
    "2.Good Blood Circulation<br>\n",
    "  --|------|----<br>\n",
    "  HD-----HD-----<br>\n",
    "  |--|-----|--|------<br>\n",
    "  Yes|No-Yes|No------<br>\n",
    "  37 127 100 33 <br>\n",
    "\n",
    "\n",
    "3.Blocked Arteries<br>\n",
    "  --|------|----<br>\n",
    "  HD-----HD-----<br>\n",
    "  |--|-----|--|------<br>\n",
    "  Yes|No-Yes|No------<br>\n",
    "  92 31 45 129<br>\n",
    "\n",
    "\n",
    "我们把并非100%正确分类的要做\"impure\"的分类（着重关注点实在leaf node）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": "<IPython.core.display.Image object>"
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "from IPython.display import Image\n",
    "Image(filename='1.1.Simple_Decision_Tree.png')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": "<IPython.core.display.Image object>"
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "from IPython.display import Image\n",
    "Image(filename='1.2.Simple_Decision_Tree_with_Number.png')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "image/png": 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8kUo3AgQIECBAgAABAksLKAAuvbySW13grODhh//qqz9vfj2uzbPvQpSKbXrMH+d46zXm9tb85iVAgAABAgQIECBAYGwBBcCx10d0BA4Fzn7wr1jgOIQY7MTZusRQv7A+JQ7R4+5r7Vyh/RfW4GqOW8+r49xdV/0JECBAgAABAgQIEGgnoADYztJIBB4T2P5ATyf2Yz3VeOb92XrsRbB6AerMo+X1eTbPnvv2WNq/ZVzbeUo/p/Fs+5zFd9ZvO07u895Y22NnseTGd54AAQIECBAgQIAAgXcEFADfcTcrgcsC2x/j6UAz/zBP85oljzTmdB283xdoua537bf9w+eW8e0LHB/dxrNt+XZ8aTy5WGPbNz1jDF4JECBAgAABAgQIEPhHQAHQlUBgEYGZf2xvCwojFTv2Lo9tvHttvnrsyKbl9Xk0RzTfzpVrH/u99dojvq3BG7mFvEaI443czUmAAAECBAgQIEBgNAEFwNFWRDwETgR6FApOpnv11IjFgy/5X1n8J3xyczxdcDqKpySOo7419i3GSOcLcbceMx3fewIECBAgQIAAAQIE3hFQAHzH3awEqgXOfpSXFBuqJyzssI2rZSxh7JbjFaa022yb526j/zmYxlzT72zMmc+lHnfyOLM8muOsz51YQt+zscO5o5hyfe/Gdbd/iPsst5rxW41TM6e2BAgQIECAAAECBAj8LqAA+LuJIwSGEzj7EX1WZOidyF5c4VhtTC0LDj1y3stzO89eziX9tuPM+vko1z2XbY5HfUO72L+kTc2427aln8/i2I4R28Yc4vl4PH4ued2OEfpcGadkrtBmb75wvOecYXz/R4AAAQIECBAgQIBAHwEFwD6uRiXwiMDRj/RHJn9oklBwqMmzpEBROt7VsXL9Sud/iPj2NLl8zybI9c2d37Ms6ZNrs425tn3a/07fMM42x7vjpbHVvt/Gsu3/ZmzbWHwmQIAAAQIECBAgQOCngALgTwvvCAwp8OYP6nTu3A//u3hh/HS+K+OV9o/tznKKbc7i2Pa/0uds/NnPbX165FNins5bG1Pt+Olcd99vY30zlrNcRo3rLGbnCBAgQIAAAQIECHxNQAHwaysu32UEtsWB1oltf9SHz9s5w+dtuztxHI23N3c6z9UY9vodxZDOF96nFnvjbNtv++ydn/HYUe6pz1FeR32P2t89XhJTOkdNfKXXTTr+2fttrDWxnI3b6txo8bTKyzgECBAgQIAAAQIEVhVQAFx1ZeW1tMC2OLB0spnkWhcicuNF+1y7bdix3/b4Vz/X+t11qvGviS0dN76v6b/NK44Rj98ZK45R85rOF2JJP9eMoy0BAgQIECBAgAABAmMJKACOtR6iIfCLwFs/vkvnLW33S1KZD0dFhzDX28WREHptztuYM+lPdfrI4iznoz4x8bRvrm3sk3tNx8y1LZ3zbMx4rmSs2HYbV0nfbZ/0c+x/NH7aNr6PfY4+x+N3X2tiujuX/gQIECBAgAABAgQI/COgAOhKIDCZQO8fz9siwIg8JTEeOZX0bZXzUQxXxt/G3XLsK/Fc6bPNYTvGNqf0c67vdqz4OR0jHjt6LZmjZry07d7Y6fkY0167eO7Kaxhvb54rY9X0iXO2zqcmBm0JECBAgAABAgQIEPgpoAD408I7Ap8WqP2hftQ+/vC/gxnG2Bt/79h2ntz88XzJWNuxSz/HOUrbn7U7ijMcbznPWQw1545iOsojjn3ULz2fGyO0zY0Tx6t97TFuST57ccZYrvbfG7PFsRhXi7GMQYAAAQIECBAgQIBAWwEFwLaeRiMwpUBtIaG2/VMoNQWItG2rfNIx7+TcKp47MeT61sSYa1vqVtouF3vt+bfm3cY5ShwxrtHiiXF5JUCAAAECBAgQIEDgdwEFwN9NHCEwhECuaNIiyCtznPVpWRAIY53Ntc2/5dzbsc8+t5q3JtezeEY7l8urlV+PvEeK7WosNf1C26P1qhmnx1oYkwABAgQIECBAgACBewIKgPf89CbwqEDLH+FHP/SvJtQythjDWUEibRPft3ztkc82vjtr8ER823hzn7cxneW3bZsb++nzo8R3J44rfa/0eXptzEeAAAECBAgQIECAQL2AAmC9mR4Ephc4K8ycJXfUr2fRIIy9N2/POc8M7pzby6N2vFnyPst19Bx6xBfGPDNJr4Me86fje0+AAAECBAgQIECAwPcEFAC/t+Yy/rBASQEiFh9K2gbK2L4n6xNzbOM/y780nrMxtvPlPpfOmRun9/lczqPn0TO+nmNv1/XJubZz+0yAAAECBAgQIECAwHgCCoDjrYmICHQRyBVmwqSKBmX0JZZlI523mm09ci4j5RNi2cY7UnznV8Y/Z/dyKOmnDQECBAgQIECAAAEC3xNQAPzemsv4gwLbQscewZXix5U+e3M79lNgVdMR8xoxpp9XQtm7mEP6HY/Hykbo2yrEMmpsfTM3OgECBAgQIECAAIGxBBQAx1oP0RBoKpD+8D4a+KhYsP3hnvY/6pO2men9Wa5P5LGa59Zs9fy2+b7xeWTjkWN7Y63MSYAAAQIECBAgQOANAQXAN9TNSaCzQEnhL4SQ+2GeO985jUeHj7mW2t0JLs51Z4xZ+n4p11nWRJwECBAgQIAAAQIECHxPQAHwe2su44kFYnHqqKgSz5ekeDRGSd+V2+RcaoyDU268VS2/mveq6ykvAgQIjCDwf//X//43jD//3//59703BAgQIECAQF7gx39/pP2Vb6YFAQJXBLbFopqv27bvlfn3+tTEsNffMQJRYHuNuraijNdWAq6xVpLGITC3QFr4SzNRBEw1vCdAgAABAucC/gLw3MdZAssIKM4ss5TDJOKaGmYpBEKAAIFlBY6Kf8smLDECBAgQINBJ4D+dxjUsAQI3BVoVV8I4rca6mZLuBAgQIECAAIFiAcW/YioNCRAgQIBAVsBfAGaJNCDwnkAs3G3/MbiSiGLfkrbaECBAgAABAgRGEVD4G2UlxEGAAAECKwkoAK60mnJZViAW80oKgbHtshgSI0CAAAECBJYUqCn8+ff/LXkJSIoAAQIEOgooAHbENTSB1gKKe61FjUeAAAECBAiMIFBS/FP0G2GlxECAAAECswr4dwDOunLiJkCAAAECBAgQILCAgOLfAosoBQIECBAYXsBfAA6/RAIkQIAAAQIECBAgsKZArvjnr/7WXHdZESBAgMDzAgqAz5ubkQABAgQIECBAgMDnBc6Kfwp/n788ABAgQIBAYwEFwMaghiNAgAABAgQIECBA4FjgrPAXein+Hds5Q4AAAQIErgooAF6V048AAQIECBAgQIAAgWKBXOEvDKT4V8ypIQECBAgQqBLwHwGp4tKYAAECBAgQIECAAIFaAcW/WjHtCRAgQIBAWwF/AdjW02gECBAgQIAAAQIECPyPQEnhLzT1l38uGQIECBAg0FdAAbCvr9EJECBAgAABAgQ6CPz48ePfUf/6669/33szjoDi3zhrIRICBAgQIKAA6BogQIAAAQIECBCYSiAt/oXAw2dFwHGWUOFvnLUQCQECBAgQiAIKgFHCKwECBAgQIECAwPAC2+Lf8AF/LMCS4p9/3PdjF4V0CRAgQGAIAQXAIZZBEAQIECBAgAABAjkBxb+c0HvnSwp/ITrFv/fWyMwECBAg8G0BBcBvr7/sCRAgQOCmgH/08Cag7gQKBc6Kf/7x30LETs1Kin8Kf53wDUuAAAECBAoFFAALoWZqlm6QbYjHWrl0bcaKTDQECNwR8N2+o6cvgbzA2XfMXifv16tFSeEvzK3412sFjEuAAAECBMoFFADLrYZvubc5DsdsjIdfOgESIECAAAECBwJ7+5vY1B4nSpS/pkW7O4W5dJyj2e+MfzSm4wQIECBAgMA1gR//3Tj9da2rXk8InG16S+e3xKVS7du1WL/2URmRAAECcwp4ns25bneiPnuOuh7qZfeKdrVFur0x9iKpHXdvDMcIECBAgACBdgL+ArCd5elIZxvY045OEiBAgAABAgQ+KHC2d1L8q78gSgt3RyOX9lf4OxJ0nAABAgQIvCugANjI/2yT2miKS8PYIF9ia9aJfzPKpgPd+b5a06ZLMf1gV64l19D0yy6BlwV8h+oXoLR4dzRyaX/FvyNBxwkQIECAwPsCCoAN1uDKD8AG02aHsEHOEmnwIYE731PfpQ9dKJWpxmuj5vqKbWPfyik1f1ggrleYtmbN0n53Q66Z9+5co/Q/8vuixd01KS3e7c1T2lfhb0/PMQIECBAgMJaAfwdgg/U42qQ2GLp6CBvjajIdFhe48/30fVr84uiU3pVrzrXWaTFuDHtlHW9Ml+36pWvkzP5LDtmLoqBBroB3VrjL9Y3Tn40R23glQIAAAQIE3hfwF4Dvr8GlCGyAL7Hp9BGBsx+POQLfrZyQ8zmBeA3VXIexbeybm8P5vgJxPfrOYvQ9gTN73489seNjZwW8XNHurG+cMTdGbOeVAAECBAgQGENAAbDBOoQN6dmGNZ3iyua1dOx0Hu8JfE3gzvfkyvfya77yrReI11XNtRnbxr71s+pBYE0B34m6dT0r4J0V7s76xQjO+sc2XgkQIECAAIHxBBQAG62JjWkjSMMQqBSIBZPKbn839729oqZPrUC8zmqu1dg29q2dU/u1BL5yHcTrfq3Vez6bsyLeUfHurE+awVH/tI33BAgQIECAwJgCCoBjrouoCBA4EbjzI/ErP6RP+Jx6SSC99kqv4bRd2v+lFD4zbbBO7e8kbt3K9M68GZYZhlZnhbyj4t1Zn3Tmo/5pG+8JECBAgACBcQUUAMddG5ENLHD2QyWE7cdKn8XLuR/Naj2OZBx/SyBekzXXdGwb+74V+1fmDc7RPM2Zf6rR5v2ecxyZd5S493pUvCsp/h31vReR3gQIECBAgMDTAgqAT4ubb2qBsx8paWJpOz9eUpn696llbW/2tWLaPy0Qr9Ga6zy2jX2fjtl8BJ4ScI3XSZcU8+pG/OMPxb9aMe0JECBAgMC4AgqA466NyAYSiD+4r4QU+voRUyd3x5t1nbXWYwjE67bm2o9tY98xMlkniui7TkZjZrK6c21+V7/PZ8W/K0W8K33GvMJERYAAAQIECESBH//daPwVP3gdU2Bv82jZnlurPf/a2a1Xmdgda8ZlxlrNI3Dl++B70G59j/wZtzMOI63ofJRTqVztNXa3+Jf2V/grXSXtCBAgQIDAfAIKgBOs2d5GsnZzOEGaQ4a4Z38lUOt1rHbHmOuxqzPrCFz5jvhu3Fv/I3Ou91y3vVdzPspnm3fJ59JrLS3ebccdqZi3jXOk2LZuPhMgQIAAgVUF/CPAq66svG4LlGzk9zboJf1uBzf5AHeM9swn5xA+gVOBeM3XfG9i29j3dAInfxGIdr8c9IHAicBb18y2qJaGOEKB7Sy+cG6EGFMz7wkQIECAwOoCCoCrr3Bhfnub1yd+OG7nTedMz6XHC1P6u9nVMdJ+e/NdjWdvrC8dy7meWTA/03HuCwLxO1DzPYptY98vON3JMXrtjcFwT+X6sSPr2ZyP8rguU9bzrLj2VmHtLKayrLQiQIAAAQIEegooAPbUnWTso81rPN5jMx7H3hKF42G+7fl4fNv+7PPVMbb90jmixVmbtL33x/9+pxKb6F3SVhsCXxFIvxel96K0Xdr/K2Z382R2V/Cd/j2v+3TsXHa566dmrFyR7eniXy6enI3zBAgQIECAwHMCCoDPWU87U9yY5jawJQnGsUraXm3Tc46eY1/Nd9R+V61aXGejmoiLQGuB+H2p+b7FtrFv65hmHS+6zBr/Nu6jfEZe91ax7eUejvUcf+sfPpfMtxfr3ljhWK7Y9lTxLxfHUfzp8adiTef0ngABAgQIfF1AAfDrV0BF/nc2zzUb3IqQfmt6d567/X8L6GMH7viV/FD6GKd0CRQLxO9PzXcwto19iydbsGG02EttRp+zfOK5N/OKMex53znWa9w0ppI5Sm1Lxopz54puPQtqubljjCWvPeMsmV8bAgQIECDwZQEFwC+v/v/kHjaqpZvQ2K7H5jaEUzru3rLF2PbOxWOhzZ054jg1r0/PVxNbi7Yl7kfzrG5zlLfjBHoJxO9UzfcybRv794pvxHHT/Lfxzehxlk+aX9puhDzvxJDmkubY+n1unpoczsaqGSfk2LqopuDX+soxHgECBAgQGENAAXCMdXg9iu1m82xjGoIN57d90iRy/dO24f3ZWNu2e59r59uOcbf/drz4+W5ecZwRX++Yrewy4lqJ6XsC6Xes5rsa26b9v6f3T8ZfMnhy3eNcLa6rmrHurmdurtLxc+PsuZwV5O4W/87G3oul5NjdmErm0IYAAQIECBCoF1AArDd7tMeVjWKLAONG9mz+cC62i3OetY9t0tdt//Rc6fvaOWvbH8XRIvajsUc9fsfui16jrqO4viUQv3s139/YNvZdVSzm+WZ+2xjumG/Hqs0r9L8zf+18sX3tnLV51o4f44qvuflKx8+NE+YrHSvG1qOAF8eueVX0q9HSlgABAgQIvCOgAPiO+zSzho1oyYa1pE2adO0GN+1b+r409rPxnojzbP4RztWubRozv1TDewLvCsTvY813OraNfd/NoO3sMbe9UVvnezbXdv7QtuX8cayaGLYxtfrcIoaaMWLureLfjlMzfkncNeNtY3n6s4Lf0+LmI0CAAAEC9wUUAO8bPj7C0xvEON/e5nXv2BlIHOusTc25o/njPOH1qE1unjhGrt2q56+6BY+v2616TchrDYH4/az5jqdtY/+ZNdJ8tnnE/M7abPuM8DkXb8wrxJpr+2Q+aVy5eWvjPmrfc85tDkcxpO1q4kn7Pf1e0e9pcfMRIECAAIG2AgqAbT2NdiDQY3NbsqkO4YS5S9sehP+Zw3eceqzxZ+AlSuAFgfQ7W/Pdj23T/i+E32XKmFPMscskDw4a89lOGY4/nePT821zTj+fxXJklvYP7/fanY277R8/740Tz739quD39gqYnwABAgQItBVQAGzrabSNQK+N7dkme2/OcOyszybs3Y39ts1Kn2ts0rz3rNPz3hMgMIdA/C7X3Ati29h3jkzH+uu3PbMrnnEt9sbbO3bWPpy7EsPePLljT82TiyM9X5r/mWE63tn70vxDIa73v+tPse9spZwjQIAAAQJrCCgArrGOw2VRuqm9EvjZpvts3qNzZ+Ndie9KnzSGozivjHvWJ53zrN3euadi3JvbMQIE+gnE73bN/SG2jX37RXd/5Bjr3khvx996/r3xzvLfM2l1rNW8IadWY5Xk1muuvbXJxaNAlxNyngABAgQIEMgJKADmhF4832vjeSWl0liubGpr4jmLo/fcNXGWtt3LJxzrlcvefKWx9oqpdH7tCBB4TiB+32vuGWnb2P+5iO/NtI03fE7zuTf6z97beX6euf6uJM6SNmkE2/Y94k7nq3mfxrKNs2acXNseY6ex5+Z3ngABAr0E0vub+1IvZeMSGFNAAXDMdRkqqvQhcRZY7wfIWRy95z7L++q5s3yujnnU785cM9oeOThOgECdQPr9r7mPxLZp/7qZ27eOMW1HPorx6Pi2/4if09iP8q6JO4yRjlnT96hti/FKx2hhcJRHyfHSOEvG0oYAAQJ3BLb3wx739zvx6UuAQF8BBcC+vs1HH3ET+XZMb89/ZZG3D98rY+T63JljRtOch/MECNwTiPeFmntLbBv73ovgeu8Yx/UR5uxZkndYm5J2bwlsY6u5lrZ9S3KoGX9vvLv998Z0jAABAgQIECDQQkABsIXih8d4e6P79vxXlj73g+ROTrmxz+K9M+/ZuM4RILCWQLxX1NxvYtvY90mROPfenG/EsxdHj2NneYf5Rs/9KP5w/Cj2oz4lvtsxw+ej8bZtS8Zv2SaN6+1YWuZlLAIE+gqk946+MxmdAIFRBRQAR12ZCeJ6e9P59vy1S1Ty0L2aU8nYR/FenfNoPMcJEPiGQLx31Nx/0raxf0+tdL7tPE/Mv53zqc9neYcYanOvbX8nz1zse2Nf6XPF4WqfvZivHNvLMxx7cn2uxK0PAQLvCuzdO96NyOwECLwloAD4lvzFed/Y6IWN5fbB0XuzuTdnJOs9d5yn1evW7mjc2rxKx92br3auvTEcI0CAQBBI7yc196XYNu3fUjSOvzdmrzn35hrp2FHe4fiR11Gf1nkdzZ+b50q/p3LKxV5y/kp+JeNqQ4DANwRy95CZ7offWDFZEugroADY17fL6OFG/vTN+un5AlyYc/vQeiqOu8bbuHMXQmleteOm85bOkfbxngABAjUC8T5Tc6+KbWPfmvmO2sYx9863nGdv/FGP5fLOne+Z19l6bedN46zpF8ZJ+27HLf0c5mwxTm6+2txy4zlPgMD3BHL3kSfuZd9TlzGBsQUUAMden89H9+aDKX1olsSRti9duJJxw1hXxo4xlM4R23slQIDAXYF436m5d8W2se/dGPb69xx7b75Rjo2Yd1zvUqOYw9V+pfOUtEtjiHGV9Dtrk4551m57rtX823F9JkBgboHcPcW9Y+71FT2BqwI//vvl/+tqZ/36CpzduC1bW/sz67Yz/TNayfrdialk/B55GZMAAQJ7AlfvZ1fvZXvzXR1rL5/Rju3lG2McIe+z+GKcR69p/KXjpH2Oxi09Xjpn6Xit2rXMsVVMxiFAYAyB3H3riftHGsMT840hLwoC4wsoAA6+RunNM4bqJhol2r3uObcb/edIJWt3NZaSsX9G4h0BAgTeEbhyj7tyf0vnudL/HZ01Z03XojTDvTXLjbPXp3S+o3a5OY/69TreI8desRqXAIFnBXL3qyfuH0cxPDH3s9pmIzCngALgnOsm6g4CRw+sFlPlHnp35s6N3SJ+YxAgQKC1wJX7nvtd61V4ZrzatT5a57Nxjvq0yPBs3hbjl4zRM7+S+bUhQGBsgdx9qvc95O35x14d0REYR0ABcJy1EMkgArkHWE2YZw/bO/OcjVsTn7YECBB4W+DKvdA98O1Vq5+/ZJ1L1nU7Tkmf+mj3e2zn3m/V9uiT+bWN3GgECDwlkLs39b6P5OYPDr1jeMraPARmF1AAnH0Fxd9VoOSBtg0g94C7MmacIzd2bOeVAAECswlcvTe6L8620uvEe/WaPRNwPZ/pOEeAwFYgdx/qeU/JzR1j7RlDnMMrAQJlAgqAZU5aEbglUPqA3JvEQ3NPxTECBFYWuHLPdK9c+YqQGwECBAikAiXPyZ7PxZL5Q7w9Y0g9vCdAoExAAbDMSSsC1QKlD8a9gT0s91QcI0DgawJX7qPun1+7SuRLgACB7wiUPhd7PQvfnv87Ky1TAn0EFAD7uBr1wwKlD8Y9ol4P6725HCNAgMAsAlfuq+6ns6yuOAkQIECgRKD0Wdjr+ff2/CVG2hAgcC6gAHju4yyBIoHSB+LeYL0e0ntzOUaAAIGZBa7ea91nZ151sRMgQODbAqXPvp7PupIYes7/7StA9gTaCSgAtrM00gcFSh6GeywekHsqjhEgQKBc4Mr917233FdLAgQIEHhfoPRZ1/P5louh59zvr4AICKwloAC41nrK5gGB3EPwLAQPyDMd5wgQIFAvcOWe7F5c76wHAQIECDwrUPJ86/k8e3v+Z7XNRuAbAgqA31hnWd4UKHkAHk3R88F8NKfjBAgQ+JrAlfu0+/PXrhL5EiBAYA6B3DOt5/MrN3cU7BlDnMMrAQJtBRQA23oabTGB0gfgXtoeinsqjhEgQKC/wJV7t3t2/3UxAwECBAjkBXLPsF7Pq9y8aeS9Ykjn8J4AgfYCCoDtTY04uUDNw2+bqofhVsRnAgQIvCdw5X7uPv7eepmZAAECXxYoeWb1ekaVzB3Wptf8X153uRN4UkAB8Eltcw0rUPrQ20vAg3BPxTECBAiMI3DlHu/ePs76iYQAAQKrC5Q8p3o8l0rmjfY95o9jeyVA4BkBBcBnnM0yqEDNQ2+bgofgVsRnAgQIjC1w5Z7vXj/2moqOAAECswuUPJt6PItK5g22Peaefc3ET2BWAQXAWVdO3JcFSh92exN4AO6pOEaAAIH5BK48CzwD5ltnERMgQGBUgZLnUI/nTsm8wazH3KOuhbgIfEVAAfArKy3PP0ofdlsqD7+tiM8ECBBYR+DKs8FzYZ31lwkBAgTeECh59vR41rw17xvG5iRA4HcBBcDfTRyZQGD78Dp6QG7b1aR2NGbNGNoSIECAwBwCV54XnhNzrK0oCRAgMJJAyfOm9fOlZM5g1HrekdzFQoDAH3/8CYHATAIlD6+SNkc5e+gdyThOgACBtQXi/b/mGRLbxr5rC8mOAAECBO4KxOfG0Tg9nie5OUMsPeY9ytFxAgTeE1AAfM/ezJUCuYdX7vzZdB56ZzrOESBA4DsC6fOg9LmStkv7f0dNpgQIECCQE0ifFXttezw/cnOGOHrMu5efYwQIvC/gHwF+fw1EUCBQ8vAqGOaXJh52v3D4QIAAAQIHAleeQZ4xB5gOEyBA4KMCZ8+SHs+Ms/nCEvSY86NLK20C0wj4C8BplkqgLQQ86FooGoMAAQLfEojPjtyPqVQlto1903PeEyBAgACBKND6ORGfP3H8vdfWc+7N4RgBAuMJ+AvA8dZERDsCJQ+ynW7/HvKQ+5fCGwIECBC4KXDlmeQ5dBNddwIECCwgkD4/Wj8X0rHPqFrPezaXcwQIjCWgADjWeohmI1D6INt0+/ujh9ueimMECBAg0FLgynPK86nlChiLAAECbQXS+/oM9+s03pzEDPnkcnCeAIHrAgqA1+307CxQ8zCLoXioRQmvBAgQIPCkgGfWk9rmIkCAQB+BvXv5qL8v9mI9Uhk1h6N4HSdAoI+AfwdgH1ejPizgofYwuOkIECBA4BeB+Byq+UEW2sZ+vwzmAwECBAg8LlBz/348uGTCmjg9YxI4bwkQ+KNZAbDmRsSdQGsB119r0Xvj2Wzc89ObwAwC7rttVoljG0ejEPiSgH1W+9We5V5cGqdrpP01YkQCKwg0KwCugCEHAgQIECBAgAABAgQIEPiOwFlRbbZCWkm823xL+nznapApgbUFFADXXl/ZESBAgAABAgQIECBAgMCOwLYYljaZqTBWEutRruF4Sf/UxnsCBOYUUACcc91ETYAAAQIECBAgQIAAAQIdBEYtiIW40kJeSZxp+w5UhiRAYCKBbgXAkpvRRE5CJUDgRMDG4gTHKQIfEfDc/8hCS5MAgccF7LP6kB+5jv48K43vKL8+mkYlQGAGgW4FwBmSFyMBAgQIECBAgAABAgQIEFhFoLbwV1pQXMVHHgS+LKAA+OXVlzsBAgQIECBAgAABAgQ+JnBUJJu1GHaUz9myzprrWU7OESBwLqAAeO7jLAECBAgQIECAAAECBAgQGE5A4W+4JREQgaEFFACHXh7BESBAgAABAgQIECBAgEBvgZn+Ik7hr/fVYHwCawooAK65rrIiQIAAAQIECBAgQIAAgY3AleLZZojXPl6JfabC5muwJibwEQEFwI8stDQJECBAgAABAgQIECBA4HeB0YtkCn+/r5kjBAjUCygA1pvpQYAAAQIECBAgQIAAAQKTCVwppL2V4pVYRy9kvmVpXgIE/hFQAHQlECBAgAABAgQIECBAgMAnBUYrmin8ffIylDSBRwQUAB9hNgkBAgQIECBAgAABAgQIEPhd4ErRL4wyWvHy98wcIUBgJAEFwJFWQywECBAgQIAAAQIECBAgsLzA1aJfgFH4W/7ykCCBLgIKgF1YDUqAAAECBAgQIECAAAECBH4K3Cn6hVEU/n5aekeAQL2AAmC9mR4ECBAgQIAAAQIECBAgQCAroOiXJdKAAIGHBBQAH4I2DQECBAgQIECAAAECBAisLXC34Bd0/KXf2teI7Ai8JaAA+Ja8eQkQIECAAAECBAgQIEBgegFFv+mXUAIEPiGgAPiJZZYkAQIECBAgQIAAAQIECNwVaFHsS2Pw136phvcECPQUUADsqWvsoQTSh7UH7VBLIxgCBAh0EUjv+2EC9/4uzAYlQIDA1ALbZ8UTyXgePaFsDgIEtgIKgFsRn5cU2D7Yw2cP3iWXWlIECBD4W2B73w8H3ftdHAQIECDwhoDfHW+om5MAga2AAuBWxOflBPZ+BC6XpIQIECBA4F8B9/1/KbwhQIAAgZcEFP1egjctAQKHAgqAhzROrCDgR+AKqygHAgQIlAu475dbaUmAAIGvCYSiXK/nhILf164m+RKYT0ABcL41E3GhwNnD3QO6EFEzAgQITCRwdt+fKA2hdhRIrxF7gY7QhiYwsED87qf3g9pw4xi1/bQnQIDAmwIKgG/qm5sAAQIECBB4TMAPtseoh5xo+2M/fHZNDLlUgiLwiIDv/yPMJiFAYCABBcCBFkMo7QS2m/x0ZA/7VMN7AgQIrCFwdN93z19jfe9mcXR93B1XfwIECBAgQIDALAL/mSVQcRIoFTjb5PshWKqoHQECBOYROLvvz5OFSHsJuD56yRqXAAECBAgQmEnAXwDOtFpizQqcbfIV/7J8GhAgQGA6Aff96Zbs0YBdH49yX5osXSN7tUuEOhEgQIAAgSIBfwFYxKTRDALpBnIbrw3lVsRnAgQIzC/gvj//GvbMwPXRU7fN2Ns12n5uM4tRCBAgQIAAgSDgLwBdB1mBdDM2aiEtjXGb0Kgxb+P0mQABAgTKBdz3y62+2NL18cVVlzMBAgQIECBwJuAvAM90nPtju4Hefh6BaMSYRnARAwECBFYVOLvv+x99Vl318rxcH+VWWhIgQIAAAQLfEVAA/M5afzJTPwQ/ueySJkBgYQHFnYUXt3Nq9gSdgQ1PgAABAgQIDC2gADj08gguJ+CHYE7IeQIECKwj4J6/zlr2yuToGlH86yVuXAIECBAgQGAWAQXAWVZKnL8JHG3yQ0Mb/d+4HCBAgMDUAu75Uy/fI8GfXSOPBGASAgQIECBAgMDAAgqAAy/O26GNvJE+i03x7+0rx/wECBB4TsA9/znrWWdyjcy6cuImQIAAAQIEWgr4rwC31FxorLMC29tpnsVmk//26pifAAEC7QXO7vvtZzPijAJH14h9wYyrOXbMR9faNmrX3lbEZwIECBB4W0AB8O0VGHD+s43N25uZkWMbcCmFRIAAgekF3PenX8LuCZxdI90nN8GnBGqutW3bt/fQn1ooyRIgQIDAroAC4C7Ldw9uNyupxNsbl7PY0ji9J0CAAIH1Bd5+Jq0vPH+GrpGx1/Br+7ptvq7Psa9P0REgQGBFAf8OwBVX9WJO241JOszom5TR40stvSdAgACBMoGj55J7fpnfF1q5Rr6wymvmGK7do+t3zYxlRYAAAQJvCygAvr0CE8w/wg+tsw3SCPFNsIxCJECAAAECBAgMIXC0r/vinu7IYoiFEgQBAgQILCXgHwFeajmvJzPy5uMsti9uFK+vsp4ECBCYR+Do3u++P88avhWpa+Qt+bJ5j77bZb3fbRWurTT+o2stbfNuxGYnQIAAAQI/BRQAf1p89t3ZJuVoYzMC1sixjeAjBgIECBAgsLLA2f5l5bxXzW2WfV1JnNs2uWs1nN/2WXWd5UWAAAEC7wkoAL5nP/zMI2xEjjZMI8Q2/AIKkAABApMKuPdPunADhG1/MMAiXAhh9XXb5rd3j1MEvHDh6EKAAAECVQL+HYBVXOs13tuAhCy3G5U3Mj+K7Y1YzEmAAAEC7wqM8Fx6V8DsBAgQIECAAAECBK4L+AvA63Z6viTgR+BL8KYlQIDAAwL+x58HkBeYwnXSfxH3jO/uwfbG7J/JeDMExz2LcOyu8XjZiogAAQIERhFQABxlJV6IY2/jEcIYYeMxcmwvLJUpCRAg8AkB9/5PLPOSSe5duzX7qbR/Tb9emGk86Rzh+AjxpTHN+j44HjnPmpO4CRAgQGBsAf8I8Njr0y26kTccI8fWbUEMTIAAAQIECNwSeKMwFfYsR/uWs3Npotv+289p2xXfv7FuKzrKiQABAgQI5AT8BWBO6GPnR96EjRzbxy4T6RIgQKC5wFHRw72/ObUBGwgcXa97Q4e2s1zHNXnt5eoYAQIECBAgMK6AAuBmbUo3PrNs5Dbp/f3xKMcRcho5tj1LxwgQIECAAIFvCRztVWZXWDWv2ddF/AQIECBAoJXAZwqArTc1YbwRCma1F0Jrh9r5tSdAgAABAluBo2fTjM/ZbW49Ph95pXOxSzXavS+xbzfbcyOtkldpHr4fz11bZiJAgACBcQSWLACWPvzHWYb3IxlhI3S0biPE9v4KiYAAAQIEvi5w9JzccwltPT/3ZK4fy/lH71y76xH06flUvL3nqRk/tI3r1UfVqAQIECBAYDyBJQqANQ/88ZbguYiOnGyAnlsDMxEgQIBAmYBn00+no+f3zxbe9RbIrcFo12sa71lsabsSw7OxSvprQ4AAAQIECLwnMHUBsHbT0pJ5tg3Qm1Yl7kfxzeZckqs2BAgQIPBT4Oj+/7NF+bu7Y434zLmbU7melkcCZ2swwzUT4t+L8yyvI4vWx/fiaj3HqOON4D+qjbgIECBAoI/AlAXA3g/ML21GRsi193r2+eoYlQABAgR6CVx5NrV4lmzHKIlj2yeYlPQrsdsbu6SfNu0Eztag1Tq3i/aPP47iDcdL4w3t9sYp7d8yn5qxjuLeG+PtXPZ89+J0jAABAgQItBSYqgB492H59sO+5cLVjHXkNrrH6PHVrIG2BAgQIDCfQHx+Hj2P4vltZuH4UZ+9tumx2O9o7Ng2toufc+1jO6/lAmemW//yUfu0PIt1b8aj9iGvo3N744x2bLR12fM5850h/r2cHCNAgACBOQSmKACePSjPmD1Ez3TGOHe0ttZujPURBQECBAj881dVPZ5Le8/AvWPbNdjGUtJnO4bP5wJnplv/dKSzfmm7lu9L5wztzmIP547GOuvXMpcvj8X4y6svdwIECDwjMHQB8GgTckTjwfm7zJHhCFZHsf2ehSMECBAgsKLATM+BEGvNszPmVtMnt8bbseIce/22bffaOLYvcNX1qF/PtTiacz+z439EOLSvHetoDsf3Bc58e14j+9E4SoAAAQJfFBiyAHj2gNxbJA/NPZV5N3LWc389HSVAgMAXBHo+A87Grt17hLUI4+X6hfN78+b67a31lT574zi2v0fKrefeOr5p+dT1MFrevcxTz9Y5p2P3it+4BAgQIEAgJzBUAbDm4dj6wZyDWun8CHZHaz1CbCuttVwIECBA4KdAePYcPWe2x4+eUz9H++dd7HfWfjvvWdvt+Fc+x5iu9P1CnyP/o+PBJGd61DfX76r30XzbWM/alczdK/6SuZ9ss3UKn1vlvh17m1erebbj+kyAAAECBLYCQxQAcw/GNGgPyVTj+P2RKb9jM2cIECBA4DmBo+fUcxG0nSk8X89yCueeeAY/MUdbuWdHO1ujo0hyplfGPJordzw31zbW8DnX52jO7VhH7UY6nuY6QvxpPHtOI8S4F5djBAgQILCmwOsFwNyDMbJ7QEaJ+V+P1twaz7+2MiBAgMCXBeJz7Og5d3S8hVmcu8VYq45x1T/0O/I9G/Ooz1Xfs7nCmEfzxeO5/jGu2D5+nuV1m9/285N5lMw9q/OTjuYiQIAAgbYCrxYAR384nsU38kP7KO6RYx45trZfOaMRIECAwJHAnWdB6Hv0/Dua7+j43XFaxnIUYzx+xyyO8YXXu2ta27/1uuTmL5nv6Lo86pvOedRmlGsnjfXtmHKxjG75tp/5CRAgQKCfwGsFwJEfjrnYwnLstRnhgb4XV7/Lp37k0eOrz0gPAgQIEBhFIDyHc8+ZcP7seZ3rX5prSSxHY53Fd9TH8WsCd9bpaMYW65dep7lrssV8aS5786XxpG29/1Vgzy5t0Xqt0rG9J0CAAAECOYFXCoAjPxxzsZ2Bvr05Oot95A3HyLGdrbdzBAgQIDCeQHymnD0Tz84dZRTHPTq/dzz0qZ3ryjx7c9ceS+N8K4bamEvap3lt28c8r6zTdqz4OY4ZP995PYs9jttyvjBmyZxxbq8/BUrcWq/Vz9m9I0CAAAECZQKPFwBzD8i3Ho65uMo4x2z1lulWY2Xjba4+EyBAgMA6AqM8R3uI7j2bw7EVct7LLRr2yO/qmKHfWawx5vT16lzpGPF97dyx30ivVwzP4i/1LbUrHe8sJucIECBAgMBdgccLgEcBv/lgLH14H8U+wvFZc3hz3UdYNzEQIECAAIE3BGbdN5Ratcgv7lFKxoptS+O70+7JuWKcb8wZ5y59fTLGkmsixP1kTKVO2hEgQIDAdwUeLQCWPiyfXI6SmNKH91n7tN2VHNKx744V5281Thzv6mua29Ux9CNAgAABAjmB1s+bu8/R0L91TDmDs/MjxXIW551zuRxL1zQ3ToyxdLzYfu+19DppMdfe/GfH3pjzLJ5wLl2bJ+NL583F+GRcuVicJ0CAAAECQeCxAuDZA/OtB+RZTAFnL669Y6Ht3f/bxhI+l8617RtjKe0f23slQIAAAQIzCRw9/1rk0PsZGsbvGX9qUDtP79zT2J58P3peuWuiRfy5OdL1aDFfOl6L93vXcjj2RKx7cx/l9EQ8R3M7ToAAAQIEjgQeKQCePTDfekCOFNNZLEcLN9Pxo/zeWvs9uzTGkeLai9UxAgQIfF0gvWeXWrx5bw9zpzGfxVLa7izvdIyzdnvnzmLbaz/SsbO8e+XVetzW4+2tT5jjDau9WGqOncVcM05t2yvzXulTE1c6/hPXTE1s2hIgQIDAuALdC4DpA2rL8NYDa6SYzmLZeu19PurfwjYdu8V4e/G/fSzNMcYSjq2ab8zRKwECBGYV2Ltv53IZ4Z5+JYYrueYsjs5fie9orNGOl+QW2tR4l4w5mkMaz0zx16xLmmOL92/OXRp/iHGm9SzNSzsCBAgQaC/QvQB4FPJbD6qzB/mdmPbGPRtvr31qddY3bdfj/V5s4VjLmFqOdcVgL8cr4+hDgAABAs8JXLl3v/28eU7n2kyz+oS4r1wPZ0olY87qdZb3qOdK19eajLqC4iJAgACB0QS6FgCPHtxvPaiP4gmLcjWmszHDub1xz/rciSVeXHtzxnO511xsuf6jn189v9H9xUeAAIGnBO48C5+M8a3n0gw+uXUIOeT8avOsbZ+L0fl6gdyapiNar1TDewIECBAgcC7QtQB4PvWzZ882E1c2D2fjpZmFdun4uX5p23ScJ97nYrsSQ48xe8fx5hpcyU0fAgQIfEHg7Hky8307xn6WX6v1jXO1Gm+EcUJOe3Yr5jqCd+sY9tauZI6n1vfo+iqJ8ak2T1k8lY95CBAgQKCfwOMFwNEeUlfiqd2slLavjaV03JLLJzdWbWxnc7Yc62yecC6XV9r/ybjSeb0nQIAAgWOB3H18lXv3No9c3sdi/5zZjpdrP/P5L+U68zq1iP2NtX5jzq3V9n4wQkzbGH0mQIAAgfEFuhUAtw+qESlqH549c6qN5cjzyji5vK6MeRTfU8dzOaVxzJhfGr/3BAgQWEWg5t4dcl75/r1ybqtcr/J4TsD34TlrMxEgQIDAugLdCoAzkaU/OLYbjPRcLqfYt6ZPGDP2y43f+nxJnG/FdiXXknzScWfKLY3bewIECKwgEO7BtfftNG/38FTDewLrCviur7u2MiNAgACBZwUeLQCO9gDf++ERjl35UXIltyt94uWxF3s8V/Ja0v9OfCUxtGpTkks61yx5pTF7T4AAAQI/BdzHf1p4R2AWgfC9rdmz+Z7PsrLiJECAAIFZBB4tAM6CcndzktvgvLmhKc3tzRhLr5PSXOJ4M+QUY/VKgACBLwjknpdbA/fxrYjPBOYS8B2ea71ES4AAAQJrCSgAXlzP3AYmnt8WqeLxi9OedsuNvY1lb7DcGHt9njhWEvtRHKPmdBSv4wQIEPiSQLhH5+7x7uNfuiLkSoAAAQIECBAg0ENAAbBStfZHSG37ynCKmud+WMVBnoq1NJ4Y19XXp/K5Gp9+BAgQIPCPgPu1K4EAAQIECBAgQIBAX4FHC4Cx8PP0Rj/Oe4fy6ZjvxBr7luY9Y24xx73X1fLZy9ExAgQIECBAgAABAgQIECBAgECpQLcCYCjCHBWg4vFehZo4finCWbteMZ7NefdcTf4z5nfks1IuRzk6ToAAAQIECBAgQIAAAQIECBCoFehWACwJZK9QVVPE2etfMm9Jm5o4SsZ7ok2Nx1P5hXlq4rri9FQuV2LThwABAgQIECBAgAABAgQIECDwtkDXAuCV4k/vYlEE/3LR6Onc43wt1jaOFdfRKwECBAgQIECAAAECBAgQIECAwLlA1wJgmDoUbFoUfs7TKD/75QLS27m/PX/5VaIlAQIECBAgQIAAAQIECBAgQGAdge4FwEAVCz9vFgJjDOssXXkmX869XElLAgQIECBAgAABAgQIECBAgMCaAo8UACNdWojqXQxM54rzr/Qa8ssZrm6w0nrKhQABAgQIECBAgAABAgQIECDQS+DRAuAmPaIAAEAASURBVGCaxF5xKlfQSvvH93vjxHOrv34599XXVn4ECBAgQIAAAQIECBAgQIAAgVYCrxUA9xJQ0NpTcYwAAQIECBAgQIAAAQIECBAgQIDAdYH/XO+qJwECBAgQIECAAAECBAgQIECAAAECowsoAI6+QuIjQIAAAQIECBAgQIAAAQIECBAgcENAAfAGnq4ECBAgQIAAAQIECBAgQIAAAQIERhdQABx9hcRHgAABAgQIECBAgAABAgQIECBA4IaAAuANPF0JECBAgAABAgQIECBAgAABAgQIjC6gADj6ComPAAECBAgQIECAAAECBAgQIECAwA0BBcAbeLoSIECAAAECBAgQIECAAAECBAgQGF1AAXD0FRIfAQIECBAgQIAAAQIECBAgQIAAgRsCCoA38HQlQIAAAQIECBAgQIAAAQIECBAgMLqAAuDoKyQ+AgQIECBAgAABAgQIECBAgAABAjcEFABv4OlKgAABAgQIECBAgAABAgQIECBAYHQBBcDRV0h8BAgQIECAAAECBAgQIECAAAECBG4IKADewNOVAAECBAgQIECAAAECBAgQIECAwOgCCoCjr5D4CBAgQIAAAQIECBAgQIAAAQIECNwQUAC8gacrAQIECBAgQIAAAQIECBAgQIAAgdEFFABHXyHxESBAgAABAgQIECBAgAABAgQIELghoAB4A09XAgQIECBAgAABAgQIECBAgAABAqML/NkrwB8/fvQa2rgECBAgQIAAAQIECBAgQIAAAQIECBQK+AvAQijNCBAgQIAAAQIECBAgQIAAAQIECMwooAA446qJmQABAgQIECBAgAABAgQIECBAgEChgAJgIZRmBAgQIECAAAECBAgQIECAAAECBGYUaPbvAPzrr79mzF/MBAgQIECAAAECBAgQIECAAAECBJYW8BeASy+v5AgQIECAAAECBAgQIECAAAECBL4u0OwvAL8OKX8CBAgQIECAAAECBJ4X+PHjx2+T+qeTfiNxgAABAgQ+LqAA+PELQPoECBAgQIAAgREFFHVGXJV5YgrXjyLgPOslUgIECBDoL+AfAe5vbAYCBAgQIECAAIFCgVC42Sv+FXbXjMC/Aq6jfym8IUCAAAECf/gLQBcBAQIECBAgcFvAD+3bhAYoEHCdFSBp8ouAa+YXDh8IECBA4MMC/gLww4svdQIECBAgQIAAAQIECBAgQIAAgfUFFADXX2MZEiBAgAABAgQIECBAgAABAgQIfFhAAfDDiy91AgQIECBAgAABAgQIECBAgACB9QX8OwDXX2MZEiBAgACB5gL+65rNST8zYOm/k8019plLokuiJdeZa6wLvUEJECBAYFABfwE46MIIiwABAgQIECCwkkAoyJQUZULOCjMrrfw7uZRcQ6XX4zsZmJUAAQIECLQV+PHfh+NfbYc0GgECBAgQIECAAIF/BGqKLLalrpoeAiXXoGuvh7wxCRAgQGAkAQXAkVZDLAQIECBAgACBRQRKii4xVcWXKOG1l0DJ9eg67KVvXAIECBAYQcA/AjzCKoiBAAECBAgQILCQQEmxJaQbCi6KLgst/MCplFxnpdftwGkKjQABAgQIHAr4C8BDGicIECBAgAABAgRqBGoKKCUFmZq5tSVQKlBynbo+SzW1I0CAAIFZBBQAZ1kpcRIgQIAAAQIEBhUoKajE0BVWooTXNwVKrlnX6psrZG4CBAgQaC2gANha1HgECBAgQIAAgY8IlBRRIoViSpTwOopA6fXr2h1lxcRBgAABAncEFADv6OlLgAABAgQIEPigQGnhJNAonnzwApks5ZLr2XU82aIKlwABAgR+E/AfAfmNxAECBAgQIECAAIEjgZJiSeyraBIlvI4sUHKd1lz3I+cqNgIECBD4roC/APzu2sucAAECBAgQIFAsUFMAKSmoFE+sIYEHBUquc9f3gwtiKgIECBBoJqAA2IzSQAQIECBAgACB9QRKCiIxa4WRKOF1ZoGSa961PvMKi50AAQLfFFAA/Oa6y5oAAQIECBAgcCpQUgSJAyiGRAmvqwiUXP+u+1VWWx4ECBD4hoAC4DfWWZYECBAgQIAAgWKBkuJHGEwBpJhUw0kFSr4LvgeTLq6wCRAg8DEB/xGQjy24dAkQIECAAAECRwKh2FFS8Aj9FT2OFB1fSaDkOi/9zqzkIhcCBAgQmE/AXwDOt2YiJkCAAAECBAg0FagpYJQURJoGZzACAwiUfEd8NwZYKCEQIECAwKGAAuAhjRMECBAgQIAAgbUFSooaUUBxI0p4/bJAyXfGd+XLV4jcCRAgMK6AfwR43LURGQECBAgQIECgm0BJISNMHooZChrdlsHAkwmUfBdKv1uTpS5cAgQIEJhcwF8ATr6AwidAgAABAgQI1AjUFCdKih01c2tLYBWB0u+R79AqKy4PAgQIzC+gADj/GsqAAAECBAgQIJAVKC1YhIEULbKcGhD4W6Dke+X75GIhQIAAgREEFABHWAUxECBAgAABAgQ6CZQUKOLUChVRwiuBcoGS75jvVrmnlgQIECDQR0ABsI+rUQkQIECAAAECrwqUFCVigIoTUcIrgWsCpd8337VrvnoRIECAwH0B/xGQ+4ZGIECAAAECBAgMJVBajAhBK0gMtXSCmVQgfI9Kvks1381JKYRNgAABAoMK+AvAQRdGWAQIECBAgACBWoGa4kJJsaJ2fu0JEPjjj5Lvoe+fK4UAAQIEnhZQAHxa3HwECBAgQIAAgcYCJQWHOKXCQ5TwSqCvQMn30vex7xoYnQABAgR+CigA/rTwjgABAgQIECAwlUBJgSEmpNAQJbwSeE6g5Dvqu/ncepiJAAECXxbw7wD88urLnQABAgQIEJhWoKSwEJILxQUFhmmXWeCTC5R890q/y5NTCJ8AAQIEXhbwF4AvL4DpCRAgQIAAAQI1AjXFgpLiQ83c2hIgcF2g5LvrO3vdV08CBAgQOBdQADz3cZYAAQIECBAgMIRASfEgBqqIECW8EhhLoOR77Ps71pqJhgABAqsIKACuspLyIECAAAECBJYUKCkYxMQVDqKEVwLjCpR8p32Xx10/kRF4WyC9h7hXvL0ac82vADjXeomWAAECBAgQ+JBAusk/S9sPgDMd5wiMKVDy/fbdHnPtREXgLYG9+4b7xFurMd+8f84XsogJECBAgAABAmsL7G3wjzK28T+ScZzA2ALhu5v7rofzvuNjr+NM0W2vN9fWTKsnVgL3BfwF4H1DIxAgQIAAAQIEmghsf5ydDeqH25mOcwTmESj93vvOz7OmI0Z6dJ25rkZcrf2YrOG+i6PlAv4CsNxKSwIECBAgQIBAF4GjTf3eZH6s7ak4RmBegfidzt0HwvnYdt5sRU6AAAECbwn8562JzUuAAAECBAgQ+LpA+EGf+9EfjcIPfz/+o4ZXAusJlHy/S+8X6+nIiMC3BY6++yX3jW/LyT4V8I8ApxreEyBAgAABAgQeEjjazO9Nb4O/p+IYgXUFSu4P7gvrrn+vzI6uq57X0tGcrXPsmUPrWK+Md+S4et5XrPQ5FvCPAB/bOEOAAAECBAgQaC5wtInfm8jGfk/FMQLrC4Tvfu5eEc67R6x/LYyUYe6afDPWL34ffP/fvOLmnFsBcM51EzUBAgQIECAwmUDNDyeb+skWV7gEOggoAnZA/fiQpdfUx5mGS79m/zBc8AIaSkABcKjlEAwBAgQIECCwmkDNxl3hb7XVlw+BewLxnnB2H4nnYtt7M+r9RYF4DX0x91lz9n2fdeXejdt/BORdf7MTIECAAAECCwuU/qgKG3mb+YUvBKkRuClQcn8ovd/cDEV3AkMKlHxHhgw8E5TvdQbI6SoBfwFYxaUxAQIECBAgQCAvULNhX/VHS15JCwIEagTCvSJ3bwnn3VNqVLV9QqDlNbn3HWg5/hMe5iDwloD/CvBb8uYlQIAAAQIElhPY+2FylKQfLEcyjhMgkBMoude4x+QUv3m+5No5kxnhukpzGCGeM68759I803FWzjnN0/v2Av4CsL2pEQkQIECAAIGPCRxt0vcYbNz3VBwjQKBGINxHcvedcN79pkZV2ygw+nUzenzR0SuB0QQUAEdbEfEQIECAAAECUwnkfoTHZPxgiRJeCRBoIRDuKbn7Tzzv/tNCfN0xXB/zrK21mmetRozUfwRkxFUREwECBAgQIDC8QPhhHX9c54K1Yc8JOU+AwBWBcG8pub+U3quuxKDPPAKuA2s1j4BIewj4C8AeqsYkQIBAY4G9DVvJhr9xGIYjQOC/AnvfxyMY39MjGccJEGgpEO41uXtTOO+e1FLdWAQIEJhLwH8EZK71Ei0BAh8SyG3kA4WN/IcuCKm+LlDynYxB+m5GCa8ECDwtUHKvco96elXGmG/v2nAtjLE2aRR76xTOW6tUyfsrAv4C8IqaPgQIELgpcPRgvzms7gQIdBCo+b7anHdYAEMSIFAlEO5DuftWOO9+VcWqMQECBKYXUACcfgklQIDASAK5DfdIsYqFAIG8QM132o/pvKcWBAg8I6AI+IzzTLPUPM9myusrsdpjfGWl++apANjX1+gECEwgMOuGyEZggotLiNMK1NwXfBenXWaBE1haIN6bzu5n8VxsuzSI5AhMIBC/kxOEKsQJBRQAJ1w0IRMg0E5gpoeszXm7dTcSgSOBmnuC7+SRouMECIwkEO5VuXtbOO+eNtKqtY3laP2teVvnXqNZp16y3xtXAfB7ay5jAgQmEvDAn2ixhDq1wNGPo72kfC/3VBwjQGBkgXDfyt3nFAFHXkGxfUEg9x39goEc+wooAPb1NToBAgQOBRQRDmmcIPCoQOmG23f20WUxGQECjQXiPezsnhfPxbaNQzDcQALWeKDFEAqBhwT+89A8piFAgMCQAr02P0fjhuPx/4cEERSBDwmEH7rxx24u7aPvdK6f8wQIEBhNoOR+VnpvHC038RCYVeDoO1fyfZ01Z3E/L+AvAJ83NyMBAoMJeLAOtiDCIdBZ4GiTvTet+8OeimMECMwuEO5tuXthOO8eOPtKi58AAQI/BRQAf1p4R4AAAQIECCwskPuxm6buR2+q4T0BAisKxPvc2b0xnottV3RYPae4hqvnuWJ+vncrruq7OSkAvutvdgIECBAgQOABgdIfQDbbDyyGKQgQGEog3Pdy98hw3v1xqGW7FYy1vMXXvHPu+9d8wsUGvOr3xe+BAuBiF790CBAgQIAAgZ8CNZvCL24Ef0p5R4DAlwXC/S93v4zn3Su/fKXI/QsC8bsech3x+57Gd2c9wjgj5ncnp1xf/xGQnJDzBAgQIECAwHQCYVNXukEMm7+vbQCnW1ABEyDQXaD0Xlh6b+0esAkILCBw9H16a1+yjWf7+U3yEEvreFqP96ZPydz+ArBESRsCBAgQIEBgCoGajdxbm+spIAVJgMBnBcK9MXcvDefdQz97iQyV+NG16vocapluBXO0xrcGTTp/6X6mAJgsvLcECBAgQIDAnAI1m0M/CuZcY1ETIPCcQLxPnt1b47nY9rnozNRbIK7tlXnuXg+5ueP4uXbxfGx/JZfefWKM23neivkonm18T35+KqYwz1vuT3oqAD6pbS4CBAgQIECguUDN5vALm7vmwAYkQOCzAuGembvHfuWH84wXQW7t9nK60icd527/dKy997Xjx/ae/3ua+WNvucV1y0f4T4uaOI/GDsdrximNbaR2/h2AI62GWAgQIECAAIFigbBRO9rEbQcJG7rVN3XbnH0mQIBAC4GSe2fpvbhFPMa4J1CynvdmGLP3LNfoW+szkk9pLMEq/n/NVXdmXDp3zXwjtfUXgCOthlgIECBAgACBrEDN5uxsk5edSAMCBAgQ+Fsg3kvP7r/xXGyLjsBoAuEadX2Wr8obVvE+chZli7jCGCVzncUx4zl/ATjjqomZAAECBAh8UCBs1Eo3a2Fj12KD+EFmKRMgQOBQoOS+WnqfPpzEiVcFStb41QAPJo/P/Vz8rs/fAUcxycUR1/j3DOqP5OaqH3GOHv4CcI51EiUBAgQIEPi0QOlGLbfx/zSi5AkQINBAINxnc/fkcN79uAH2jSFya3Q29JW1uzPfXixpDGdjp+3iOPHYUb9wPLaJfZ5+PYrt6TiO5nvaJ+fRKp6n5jlyffu4AuDbK2B+AgQIECBA4FAgt1FLO7baHKZjek+AAAECvwvE++3ZPTqei21/H8WRlQR6rXO8jvascnOG80f9w/Fc/705ex57I54jn555bsfOxdDKJTfPNq4VP/tHgFdcVTkRIECAAIHJBcImrXSjFjaGrTaHk7MJnwABAo8KlNx7S+/ljwb+0clK1msGmprn/lnOrs391T4z2+9x/WhuDVrEEubIzRMyaDHXdYlnevoLwGeczUKAAAECgwiUbABiqF/YCMRcR3m1PqOshDgIECBQJhCelbl7dzzvuVpmqtU/AvG6uetxdo2GOb56Xbbyvbo+ufnvrktu/DTuu3OlY438XgFw5NURGwECBAYUSB+mMz0s07hLWbd9Zsq3NMeR2m29j2KzDkcyjhMgQOAdgXhfzt3Hw/nY9p1IvzFrbh1mVrh6/YR+Ry5fuS7T/I8cj463vmbSWLZjt4jhbPx0vhZzpeON/t4/Ajz6ComPAAECAwiEh2j8/zSc0odr2ufp93txX41hhnyv5vZmv5o1+tpG7c11MTcBAgRqBUru0Z6ltarfbN/jOjm7PnvMN9LKbfPbfh4p1juxhLxKcgvXwtn1cCeGkfv6C8CRV0dsBAgQeFmg5AH6coin0/eIP4z5xQ3DKfTFkzXrw/wism4ECBB4WCDer8/u8fFcbPtwiJ+cbgXrFjmEMeL199aF8PT8pfO18C0xPYvnagxnY25jujrHdpwZPysAzrhqYiZA4JMCpQ+2Vg+10vlaLUY6X4sc0vFaxWicNgI1a9PiWmgTtVEIECBAoEYg3L9z9/tw3n2+RvUbbXPXzV2Fkmvz7hy1/Xt9D3pb1uZ51v6qQWmOV8c/i3m2cwqAs62YeAkQ+KRA6YMt4MS2dx5ycYwc9p050rG384XP6djb82nfq+/T8bdj9JhvO8cXP9e4nq3PF+3kTIAAgRkFwr08d+8P593z261uzrvdTM+O1Poa2V6brcd/Vmd/ttprobb9/qy/Ht26Hs2xbffrKPufjsbatr4y9naMVT4rAK6ykvIgQIDARiA+FGseerHPZqjfPtaM+VvnygOlMZUOWxJ72qb1/KVxrtauxjH1X81BPgQIEPiaQLynnz0H4rnY9mtG8n1HYNXrLX6f3lH9ddYQS845d/7XEX/+scP2+N7n2rH3xljpmALgSqspFwIECOwIxE3A2QMwttnp/suhszF+aVjxoXTuiiF3m16J/anYdgNe5GCN4ZU1WoRJGgQIEFheINzjc8+EcN6zoP2lMJNp7hppr7PWiCP7tYitdIyZrvknr0AFwCe1zUWAAIGLAiWb5tzQ4YG5fRiO/hAtjS+X+zbvXPtw/mjuK2OVzLdamyO/vTyZ7qk4RoAAgfUEwv0+93wI5z0X1lv7Oxm5Hsr0ct+tku9f2UztWpWubS63GFHpeLH9114VAL+24vIlQGBagdwDreTBmG6qS9oHrNy8d0BLY7gzR8/478S1at+aNbU2q14F8iJAgMCxQLz3nz0v4rnY9ng0Zwi0EYjXXBhtxusujX9PJOYUXnNt9/rfPXZ1zpp+Mce7sa7cXwFw5dWVGwECnxJIH3pnD8uzc1uwdMztufh5O15Jn9B32y+OF1+PzqfjH7WJY6Rt47Hc69mYV8bLzVdyPo3prRhq4zxrP3IOZ3E7R4AAAQLtBMKzIH2+7Y0czntm7MnsH8t57vdydOs203W3jX1vNbffoe3nvT65YyXz5sbIxVE6R26cXBxfOq8A+KXVlisBAp8RCA/C0ofmHkrpg3RvjnCstP/e3CXH9uYt6XfWJjdm75z2YtuL6QnfvVjOju3FedT+DcejWBwnQIAAgXcFwjMh9wyJ5z0/3l2r1WaP19XMeZXk0Pp7UzJnanp1/pJ5ro6dxve19wqAX1tx+RIg8BmB+FAseYBGlNgnfu71WhPTNobSvqW5lI63jaP351HjSvOuibF0PdLxvSdAgACB9QXi8yH3TAnnY9v1VdplyOxXy9x19mvrcT+V5NFy7UvmS7Vazp2OG9/3Hj/Os9qrAuBqKyofAgQIXBB48iFau4G4kM7fXVrO86RPCL5l7Ff9zvrVxPe03VnczhEgQIDAuALheZF7voTznivjruHIkeWurZFj38aWy6XldyQ31za2vblrx9iOmX7eGz897/25gALguY+zBAgQmF4gPCjPHrwepMdL/LTN2TrFKJ+OKc4bX0tiDG3fjjPG65UAAQIE5hEIz47ccyae95yZZ13fjjReMzVxpH1GudbSmI5yuRtryRx7c9fOm2sfzqex5NrvxeTY7wIKgL+bOEKAAIGlBNKH5zaxuw/T7cN5O/7281ks27Zvf75rUxt/ic3TMaU5lMQX278ZZ4zBKwECBAjMKRCfIbnnTjgf286Zaduoc15tZ5tntBYub15rNfFf+T7UjL+36lfm3Btn71jPsffm+8IxBcAvrLIcCRAgsCPQ86G6t1G6u8HYSaHLoZ4uRwGX2LwRV4i3JLaY11sxxvm9EiBAgMA6AuGZknsGhfOePcdr/mWb3LUT1Uqus9i252tpvEcx1K710/Mdxe34swIKgM96m40AAQLLCdzdOMUNy92NyB3YGMOdMa72zeX9Vmy5uNJ834oxjcF7AgQIEFhPID5fzp5J8Vxsu56CjMIal6xvvBZKxErGKxnn7Ta1edQYbXOrnWvb3+f3BRQA318DERAgQGB5gaPNRrqRiO+P2kak0G6vTewf243+upfDNuY3ciqJK8b5Rnxxbq8ECBAg8B2Bo2d/KhCeX55Lqcha72v2J7nMa6+T2vYl89/N50pMV+e8MlfOwPl3BBQA33E3KwECBJYXiBvx2s3G6puMUo83HEpjCxfvG/Et/6WRIAECBAgcCoTnTu45Fc57Ph0STnGiZJ2vJjLStXE1z6dyeGqeq2up3zUBBcBrbnoRIEDgVCC3QT3tPOHJo03MmcOXNhZnDnvL/bRNTXxPx7bn4xgBAgQIfFMgPoPOnlvxXGz7Tam5sw5rF9exRSZ3roU7fXOx1+TZM44QZ+/xcxbOPyOgAPiMs1kIECDgwZpcA1/ZZNRuXp92qYnv6diSy8VbAgQIECDwi0B4JuWeYeG8Z9cvbFN9KFnjXEJ31/9u/1x84fwTc5zF8fb8Z7E5115AAbC9qREJECDwSYGwgchtxgPMFzYaJQ7pRfK0SU18T8eWunhPgAABAgSOBEr2HYqAR3pzHI97EPuWNuu1/c5E3zaj143iu1nn1aq1AmArSeMQIEDgfwRqNimroW03Ftv83txobGNp/fnKur/hURPnG/G1XhfjESBAgMC6AvE5dfZsi+di23U11s3sjbV7Y84nVnDVvJ6wS+eI95VwbCbT/6RJeE+AAAECBO4KHD0Ej47fne+t/uHBn/5/TRzB4mmPGGtJnG/EVxKXNgQIECBAYE+g5Jma/mDfG2P2Y1uD7efZ8xP/vAJH1+KM38m9/fRMefgLwHm/RyInQGAigaMH31sp9I6n9/h7bunDt9f86Rx7MeSO9YrrbN6amN+I7yx25wgQIECAQKlAeIblnnnx/KrPu1XzKr0GrrbbXjscr0qu3S/eP2bO8sd/L+6/Zk5A7AQIEBhNYO/h8PatNo3p7VharFeaT8l4V3OunecolqvzH41Xcrwm9jfiK8lBGwIECBAgcEWg5Bno2XdFVh8C1wWOvpczfBePYo8aM+QQYvUXgHHFvBIgQGBhgVkeSr2WIPfQ7jXvW+6l+b4VXy9v4xIgQIAAgSAQnm+5Z2E47znoeiHwvsDI38XcfSTozXQf8ReA71/vIiBAYDGBvQfFTA+GWZZjz3mE2N9c6xqTN+McYZ3EQIAAAQLfECh5NnomfuNakOX7Arnv4yjfxVycUXKUeGM8uVcFwJyQ8wQIELggkD40ZnswXEj31S6p9RuBjLC+NQYjxPvGOpmTAAECBL4rUPKc9Hz87vUh82cFSr6PIaI3vpOlsb0V392VUgC8K6g/AQIECAwlUPPgvhr4GxuSvVhrch0l5r08HCNAgAABAr0FSp6ZnpW9V8H4BP4RKPk+plY9v5u1sYS4esaT5t36vQJga1HjESBAgMBQAlce6tsERnvI1+Q0WuxbW58JECBAgMCTAiXPUM/OJ1fEXF8VKPkuHtnc+Y6+Ne9RLk8eVwB8UttcBAgQIEDgpkDNpuXO5uhmmLoTIECAAIFhBUqepZ6hwy6fwBYSKPkujpDuKvcDBcARriYxECBAgACBjEDNBmmVTUqGxGkCBAgQIHBZoOS56nl6mVdHAlUCJd/HqgEbNV7tHqAA2OjCMAwBAgQIEOghULMhWm2T0sPTmAQIECBAIBUoec56vqZi3hPoK1Dynewbwbz/jr+ciwJgTsh5AgQIECDwX4H/+7/+9y8Of/6///PL59YfajY/fpi01jceAQIECHxJoOSZ61n7pStCrqMIlHw3W8X6he+4AmCrq8U4BAgQILCcwLbot02wVxGwZrPzhc3K1t1nAgQIECDQWqD02eu521reeATKBUq/pyUjfvG7/GcJjDYECBAgQOArArmiX0+Hmk3NFzctPe2NTYAAAQLfFojP1dyzOJyPbb8tJnsCzwv47t0zVwC856c3AQIECCwioPC3yEJKgwABAgQI3BAIBQZFwBuAuhIgMKyAfwR42KURGAECBAj0FLhb8Gvxj//mfmCk+ftfPFMN7wkQIECAQF+B0me053PfdTA6AQLtBBQA21kaiQABAgQ6Cdwt1rUMq0XhL8Tjh0XLVTEWAQIECBDoI1DyvFYE7GNvVAIE2gooALb1NBoBAgQINBYYofjXqugXaEp+SERCPyiihFcCBAgQIPCeQMmz2zP7vfUxMwECZQL+HYBlTloRIECAwMcEWhb9Al3Jj4dI7EdElPBKgAABAgTeF4jP5bNneTwX274ftQi+KLD9H85b72e/aLpSzv4CcKXVlAsBAgQWFNhuZHqn2HqjFH8QlMTtR0OJkjYECBAgQOA9gZLnuuf5e+vz1ZnP9sut97ZfNV4hbwXAFVZRDgQIEFhc4GxTczf1Xpuikh8IMXY/FKKEVwIECBAgML5AyTPes338dZw9wtL9ca+97ux+X4xfAfCLqy5nAgQIEOgqUPLDIAbgB0KU8EqAAAECBOYSKHnee87PtaajR1ta9EvzUABMNb79XgHw2+svewIECBBoKFDyQyBO5wdBlPBKgAABAgTmFSh59nvmz7u+o0R+pfAXYlf8G2UFx4hDAXCMdRAFAQIECEwsULL5j+n5ERAlvBIgQIAAgTUESvYBnv9rrPXTWSj8PS2+9nwKgGuvr+wIECBAoKNAyYY/Tm/jHyW8EiBAgACBNQVK9gX2A2uufcusFP1aahorFVAATDW8J0CAAAEChQIlm/w4lM1+lPBKgAABAgTWFijZH9gXzHcN7BXlWv/jtXtzlEi1jqNkTm3mFFAAnHPdRE2AAAECHQXSzft2k56ey4Ww7Ztr7zwBAgQIECAwv0DpXsE+YY61vlKYKynKXRk3ipWMH9t6JRAFFACjhFcCBAgQIPBfgb1Ne9ig7x0/ArOhP5JxnAABAgQIfEegZO9gzzD+9XCnUNc6O4W/1qLfGu/Pb6UrWwIECBAgUC9QsoEPo9rE19vqQYAAAQIEVhUo+R8Qwx7D/mHVK6BdXgp/7Sy/PJIC4JdXX+4ECBAg8K9AaZHv3w7JGxv3BMNbAgQIECBA4F+BuEc422fEc7Htv529+bSAot+nl79L8v/pMqpBCRAgQIDAJAJh0x033ldCtlm/oqYPAQIECBD4lkDJfuHOfuRbms9muy3EbT+3jiaM33uO1jEbbw4B/w7AOdZJlAQIECDQQeDORrtkI98hZEMSIECAAAECEwuU7D3sMSZe4P+GXvvvDFTsm3u9Z4peAXCm1RIrAQIECDQRKNl8H01kU34k4zgBAgQIECBQKlCyF7HnKNXUjgCBEgEFwBIlbQgQIEBgCYGSzfZRojbhRzKOEyBAgAABAlcESvYl9h9XZPUhQGBPwL8DcE/FMQIECBBYSiBssEs22UdJ23wfyThOgAABAgQIXBUo2V/c2b9cjUs/AgTWFPAXgGuuq6wIECBA4H8E7mycSzbmoAkQIECAAAECdwVK9iv2JXeV9SfwbQEFwG+vv+wJECCwrEDJRjomb0MdJbwSIECAAAECbwmU7F3sWd5aHfMSmF9AAXD+NZQBAQIECCQCJZvn2NwmOkp4JUCAAAECBEYQKN3H2MOMsFpiIDCXgALgXOslWgIECBA4ECjdMIfuNs0HiA4TIECAAAECQwiU7GvsZ4ZYKkEQmEbAfwRkmqUSKAECBAgcCZRskkPfsFG2WT5SdJwAAQIECBAYRaBkv1K6/xklJ3EQIPCugL8AfNff7AQIECBwU6Bk81uyib4Zhu4ECBAgQIAAgeYCJfucMKm9TnN6AxJYTkABcLkllRABAgS+IVCyIbYZ/sa1IEsCBAgQILC6gH3P6issPwL9BfwjwP2NzUCAAAECDQXCBtgmuCGooQgQIECAAIHhBUr+R82S/dHwiQqQAIFuAv4CsButgQkQIECgpUDNprZkk9wyNmMRIECAAAECBJ4SKNkT2Qs9tRrmITCPgL8AnGetREqAAIHPCpRsdANO2Oza8H72MpE4AQIECBD4hEDJXqd07/QJMEkSIPC3gL8AdCEQIECAwLACpZvXko3wsEkKjAABAgQIECBwQaBkn2SPdAFWFwKLCigALrqw0iJAgMDMAiUb2pCfTe3Mqyx2AgQIECBAoIVAyb7JnqmFtDEIzC3gHwGee/1ET4AAgaUEwga2ZBMbkraRXWrpJUOAAAECBAhcFCjZE5Xury6GoBsBAhMIKABOsEhCJECAwOoCNYW/YFGy0V3dTH4ECBAgQIAAgShQsjdSBIxaXgl8U8A/AvzNdZc1AQIEhhGo2YyWbG6HSUwgBAgQIECAAIEXBEr2VvZULyyMKQm8LOAvAF9eANMTIEDgywIlG9TgEzapNqpfvlLkToAAAQIECJQKlOyZSvdgpXNqR4DA+AL+AnD8NRIhAQIElhMo3XSWbGCXw5EQAQIECBAgQKCBgP1WA0RDEFhIQAFwocWUCgECBEYXsBEdfYXER4AAAQIECKwmULL/8j+6rrbq8iHwu4B/BPh3E0cIECBAoLFA2HiWbD7DtDagjfENR4AAAQIECHxaoGRvVbpP+zSk5AlMLuAvACdfQOETIEBgdIHSDWXJ5nT0XMVHgAABAgQIEBhZoGRfZk828gqKjcB1AQXA63Z6EiBAgMCJQMkGM3S3yTxBdIoAAQIECBAg0FigZI9mf9YY3XAEBhBQABxgEYRAgACBlQRKNpUhXxvLlVZdLgQIECBAgMBMAiX7NXu1mVZUrATyAgqAeSMtCBAgQKBQoGQzGYayoSwE1YwAAQIECBAg0FGgZO9m39ZxAQxN4EEB/xGQB7FNRYAAgZUFSjeQNpErXwVyI0CAAAECBGYSKNmXlezxZspZrAS+KuAvAL+68vImQIDADYHajWDJ5vJGOLoSIECAAAECBAjcECjZ29nP3QDWlcAAAn8OEIMQCBAgQGAigZINYkzHRjFKeCVAgMDcAjX3/rkzFT0BAkcC7gNHMo4T6C/Q4neVfwS4/zqZgQABAp8UaPGQ+iScpAkQIECAAAECBAgQINBYQAGwMajhCBAgQMB/5MM1QIAAAQIECBAgQIAAgZEE/CPAI62GWAgQIDC5gL/6m3wBhU+AAAECBAgQIECAwJICCoBLLqukCBAg0E8gFPm2/w4Yhb9+3kYmQIDAiALu+yOuipgI9BHY7vv2ZnFP2FNxjMB1gZLvXe3oCoC1YtoTIECAwB82eS4CAgQIECBAgMA3BOK+76wgEc/Ftt+QkSWBuQT8OwDnWi/REiBAgAABAgQIECBAgACBxwVKinuxEPh4cCYkQCAroACYJdKAAAECBAgQIECAAAECBAgQUAR0DRCYV0ABcN61EzkBAgQIECBAgAABAgQIEHhUIBQBc4XA8JeA/hrw0WUxGYGsgAJglkgDAgQIECBAgAABAgQIECBAIBXIFQFDW0XAVMx7Au8K+I+AvOu/3Oxu8MstqYQIECBA4EWBkh9XL4ZnagIECBD4uEB4TuV+A4bznmcfv1CkP4SAvwAcYhkEQYAAAQIECBAgQIAAAQIE5hMIxb1cgS8UAXOFwvkyFzGBuQQUAOdaL9ESIECAAAECBAgQIECAAIHhBHJFwBCwIuBwyyagDwkoAH5osaVKgAABAgQIECBAgAABAgR6CSgC9pI1LoH7Av4dgPcNjXAiUPIAOOnuFAECBAgQ+JSAv4z41HJLlgABAksKxN+AnmlLLq+kJhbwF4ATL57QCRAgQIAAAQIECBAgQIDAiAKxEDhibGIi8EUBBcAvrrqcCRAgQIAAAQIECBAgQIBAZwFFwM7AhidQIeAfAa7A0pQAAQIECBAgQIAAAQIECBAoF1AELLfSkkBPAX8B2FPX2AQIECBAgAABAgQIECBAgAABAgReFlAAfHkBTE+AAAECBAgQIECAAAECBAgQIECgp4ACYE9dYxMgQIAAAQIECBAgQIAAAQIECBB4WUAB8OUFMD0BAgQIECBAgAABAgQIECBAgACBngIKgD11jU2AAAECBAgQIECAAAECBAgQIEDgZQEFwJcXwPQECBAgQIAAAQIECBAgQIAAAQIEegooAPbUNTYBAgQIECBAgAABAgQIECBAgACBlwUUAF9eANMTIECAAAECBAgQIECAAAECBAgQ6CmgANhT19gECBAgQIAAAQIECBAgQIAAAQIEXhZQAHx5AUxPgAABAgQIECBAgAABAgQIECBAoKeAAmBPXWMTIECAAAECBAgQIECAAAECBAgQeFlAAfDlBTA9AQIECBAgQIAAAQIECBAgQIAAgZ4CCoA9dY1NgAABAgQIECBAgAABAgQIECBA4GUBBcCXF8D0BAgQIECAAAECBAgQIECAAAECBHoKKAD21DU2AQIECBAgQIAAAQIECBAgQIAAgZcFFABfXgDTEyBAgAABAgQIECBAgAABAgQIEOgpoADYU9fYBAgQIECAAAECBAgQIECAAAECBF4WUAB8eQFMT4AAAQIECBAgQIAAAQIECBAgQKCngAJgT11jEyBAgAABAgQIECBAgAABAgQIEHhZQAHw5QUwPQECBAgQIECAAAECBAgQIECAAIGeAgqAPXWNTYAAAQIECBAgQIAAAQIECBAgQOBlAQXAlxfA9AQIECBAgAABAgQIECBAgAABAgR6CigA9tQ1NgECBAgQIECAAAECBAgQIECAAIGXBRQAX14A0xMgQIAAAQIECBAgQIAAAQIECBDoKaAA2FPX2AQIECBAgAABAgQIECBAgAABAgReFlAAfHkBTE+AAAECBAgQIECAAAECBAgQIECgp4ACYE9dYxMgQIAAAQIECBAgQIAAAQIECBB4WUAB8OUFMD0BAgQIECBAgAABAgQIECBAgACBngIKgD11jU2AAAECBAgQIECAAAECBAgQIEDgZQEFwJcXwPQECBAgQIAAAQIECBAgQIAAAQIEegooAPbUNTYBAgQIECBAgAABAgQIECBAgACBlwUUAF9eANMTIECAAAECBAgQIECAAAECBAgQ6CmgANhT19gECBAgQIAAAQIECBAgQIAAAQIEXhZQAHx5AUxPgAABAgQIECBAgAABAgQIECBAoKeAAmBPXWMTIECAAAECBAgQIECAAAECBAgQeFlAAfDlBTA9AQIECBAgQIAAAQIECBAgQIAAgZ4CCoA9dY1NgAABAgQIECBAgAABAgQIECBA4GUBBcCXF8D0BAgQIECAAAECBAgQIECAAAECBHoKKAD21DU2AQIECBAgQIAAAQIECBAgQIAAgZcFFABfXgDTEyBAgAABAgQIECBAgAABAgQIEOgpoADYU9fYBAgQIECAAAECBAgQIECAAAECBF4WUAB8eQFMT4AAAQIECBAgQIAAAQIECBAgQKCngAJgT11jEyBAgAABAgQIECBAgAABAgQIEHhZQAHw5QUwPQECBAgQIECAAAECBAgQIECAAIGeAgqAPXWNTYAAAQIECBAgQIAAAQIECBAgQOBlgT9fnt/0BAgQIECAAIEpBX78+FEU919//VXUTiMCBAgQIECAAAECvQT8BWAvWeMSIECAAAECywqUFv8CQE3bZcEkRoAAAQIECBAg8KqAAuCr/CYnQIAAAQIECBAgQIAAAQIECBAg0FdAAbCvr9EJECBAgAABAgQIECBAgAABAgQIvCqgAPgqv8kJECBAgACBGQVq/r1+NW1ntBAzAQIECBAgQIDA+AIKgOOvkQgJECBAgACBAQVyhb1wPtdmwLSERIAAAQIECBAgsKCAAuCCiyolAgQIECBA4BmBswKf//jHM2tgFgIECBAgQIAAgbyAAmDeSAsCBAgQIECAwKGAIuAhjRMECBAgQIAAAQKDCCgADrIQwhhPIPzlRvz/8aITEQECBAjMIuAvAWdZKXESIECAAAECBNYV+HPd1GRG4LrA9sda+vnsLz2uz6gnAQIE/vj7f3QocXAfKlF6tk1Yk/RZsZ09nLNuWxWfCRAgQIAAAQIEnhLwF4BPSZtnGYGzH3jLJCkRAgQeFQj3lZp7S237R5MZfLJoV+NdmlKuwNdjztLYtCNAgAABAgQIEPi2gALgt9df9gQIECDwssCdotCdvi+n/fj0wWrrtXfsbmCKgHcF9SdAgAABAgQIEOghoADYQ9WY0wv4ATf9El5KIBYDtkWCS4PpRKBAwLVWgNSgSc45fvcbTPX3EJ4hrSSNQ+C7AvG+lLt/fVdI5gQIECBQK6AAWCum/WcEcj/gPgPxkUS3G+zt548wSPNBgVbXWKtxHkx92KmCZSvP3DOk1TzDYgqMAIHLAtv7w/bz5YF1JPD/27sXpkttbDGgHmeqkv//a1OVpCbW7Subjwa0AQF6LFdNcR4gba0tJHrPaZsAAQJTC/iPgEydfoMvCeQ/wHnwKkn5ngCBWgJ53dlqr/W1aC++ozFtjfPrz/I47sadrs9tbY0pfXe3j612fUaAAAECBAgQIEBgLaAAuBbxngABAgQIPCywVxQqFYNKBaUaYS9jK8Wz7G953fLz9LrXQtdyTGcsluN/I2fL/rwmQIAAAQIErgnU2Pev9Tz+VWzbyLECYBt5EAUBAgQITC5wtcBUk235cJbaTe9Lca2v2Ysn0tbetfnzvb6OYjy6Zu+73N/yuDz3qL/lNfl1On95ff48HdPnZ9tbXu81AQLzCOytI3cFrEF3BV0/gsD6/rI/18sq23qWd1tSALwr6HoCBAgQIDChwPphLkJw9mE62sfZdvMfdvMx2k8e4/L83Eb6bu/z9F06b/l9+iz/kz5ftpM/dyRAYA6BvbVhOfrIOcvzz7zea9u6dEbRuQQIbAnsrS9b5/rseQEFwOeN9UCAAAECBIYSuPMwl649+kPl1bZL7R4lIMdzpe+9a7biSf2cOf8oZt8RINCvwN460NqI1nHmtbK1OEeIZ2nN+f2MLv3f733cHrm2l1sFwPZyIqJOBNKCZoPuJFkVwlxuYPJeAXTiJpZzqUeGSPz5Htk7d+/zLz2eiCm1mS3y2NL7vb72Ps/XOhIg0L9Az/f5Mvb12tZ/Zr4bwdI1RZHe830vH2v/93oeu6cjV/P7u9wrAH5nr2cCBDoRWG9gHsw6SVzHYa7nXCtDKcW1fqBL70vXtDC2J2NMbffq0kJuxECAQJsCed1cr29tRisqAgTeFMjrw1af1owtlfc+UwB8z1pPHQv08ofYjomFTmB6gaOHpR5w3nqgy/3U8iq1k/tLOSidu5enfN2yrfQ6f753nc8JECCwFliuI+vvzr6vsQblNmrGdXYczifwlECa3+b2Od28Jpy7ytlvCSgAviWtHwIbApEF0qazAffiR5EcvRiOrgh8InB0H5TWqPT90fWlAZXaL11/9H0krnxOimMZS/78qP31d+maZRvr770nQIDAnsATa8dem9a3vSz4fESBdB8czXl7d72s76059XrQUklAAbAk5HsCDwkcbTTLLm06S413X+/laLbNa89hmY3ZTJZjH/11JP8lg9LD9db1T86pK2NK1yxjWr6+2t7WuH1GgMDYAlfWw7dFlutb7juyzq3XyXytI4GWBcztetk5stxaV+r1rKWogAJgVMp5BCoIHC2KR817oDrS8d2TAtE5a44+mYXjtr98oDrT95lzj0e8/+1X83A5tug9szWK1M6d67fa9BkBAu0JHK0Zra4DRzEvhb9ah5cxzPp6vX8sczarSc1xm9vHmuv5tzzbXFxqfPtaAfBbf713LnC00HU+tK7CX+Zh/eC83nCW514Z5Lq9K23Mds3SnN+57Nf0WuYhRXG37bvXn5OIn53GeTW2dN3aKd7zrzOXfa/bWn53tl3nEyAwpkCP60KOeb3GjZmhPka1lYv0Wc5VH6N4P8ott6MomG7rHDmag9tmX32qAPiVvH6bFjhaxJoOfMLg1rkqvb9DNNsGtra8YrduI78vWebzUp+lc6/E1do1T45xabkcd/r8ar9Xr1v2f/d1imFvbFfazmPaazd/f6btK9ecaT9y7tKohXgiMTuHAIE+BPbWyz6iFyWBawJ3np+u9dj2VcvnjHWknjvWIt+/VwD8PgciaEzgaBH7KlSL57b8m7mSg+0cXP00527LNX+X207vt87L3ztuC6wdt88692lreUjx3B3n1pi2Pjsn1cbZaxv3Uht5EQUBAgSywHqdzp+fOdZo40x/o5y755afAfa+T+NP3+XzRvGoPQ4+tUXrtKcAWMdRKwQeEzizeB5tVCnAM22dGVCp39xWzf6jfea+rx5rxnw1hpauyx61/HM7tdttyeyLWLJrzb5zjmq2WaOtFNdyvOs4198v+1yfu/zOawIECBAg0LrAcv9bx2qPW4uce3/0/JBaSvazGx/Nv3Pazn5LQAHwLWn9EFgI1N4sootvPu9u/7mdxZBCL9fXXY1j3U6o8wsnXY3vQlfDXpIMI/mKnDMsUsWBnXFcz++ja9fnVgy5SlOl+ErfVwmisUaO8tlYqMIhQIDAlAJ76/SMe1YrE2Btn9/v5Sp9ns9pZQwtxMGkhSxsx6AAuO3i04kF0oK1t8iXWN5e7K7GeXWzutrfntuyvajd8pp1u7mNo3PSNfm85fWla5bnen1OIHnf8d3K17kI2j87+1wda74+MtKzfZw9PxKDcwgQIECAAIHrAqV93959bFvyW1+dPPeuSZ/z/keMxT8WLb5SAGwxK2L6XCAvXHsL/V6A+fx8/d55NT7PfdVoq9TGG33lPo7s8jlb8S6vW77eOtdn7wvknBzlcCuqfN3Wd71+lsa055A/j4w7nxt1iLQZbct5fQqYA33mTdQECIwnsLeHR9bpvWuzUqSNfK7jPwIlt/T9nn36vHT9Pz2N8WrPYozRjTsKBcBxc2tkFQTyQn52gcvn5+srhPJZE3ksbwWQ+1vb5c+34lifu3WOz84LJNele3Zefna21RptnO2zx/PvGK/Hm83Xn0fe37k20r5znhGoOX+eiVCrBAiMIGCtuZbFJ93s2+Wc3PFPvnvXp8/5l/2d8a2AAuC3/nrvRCAv5nsL/t4wntoIjuLIsS5jOjp/ed769ZnrtvpdtnemrXRdPj+1m18v28uvS/3m8xyvCTzlm9udNbeleX0tW79flZ1//8YnBAgQIECgvoB957ppxG7W56brqrErI/a5pXTuXh7S52faym2Ocnxr7Hv+2fGtOHJ/PR0VAHvKllg/Fzha8L8O7u2F7mx/6/NLC3f2PDpv3Wa+xrEssHSt4Xi1jXTdMpZy5OOckc2eGH9u+4zWOhdX2jjTn3OfEdibT/L5jLdWCcwosLfOzGhxdsx7dpE1eu/aFEPk+rOxjnj+keGZ8SbvWm2d6ffpc++Oaev6M3Nz6/orY07tnOn3Sh+9XqMA2GvmxN2NQO0FqNbCeBWw1mK6bOfKmJbXXx3LrNetvc/M0fW1sxrWHHeeyzVsc1tX47t7/dV+XVdHoMYcqhOJVggQGFXgaJ2xhxxn/cju+Mrjb7kf+5S+re2X8ly7zdIYanz/1Px8qt0aY56xjT9nHLQxE3hCoMeF/orDE4t4sjvjd+bcK2Oc8ZpIXvfOkY86M+bsfZB7zdfJQxZxXAuYG2sR7wkQuCKw9xxwpa3Zrjmyi6zRe9dHrp3Nem+8e4Z755c+P7Kv3VcpFt8TiAr4BWBUynkE/lsgLfZ7i/rRd08Cvr0BpfEf9Xl1rLnNPd/cbv4+n58/d7wncJTXbH6vB1dHBMzriJJzlgLuz6WG1wQIPCFQWmfsXdfU77jdufZatK5aC6QclO6N9TXePy/g3tg3VgDct/ENgVMCafF/erHZ22D2Pt8bwNNx7vUb+fzMWN4wj8Tc2zlHDytn/NO4a8ylrXhqtNtbXsRL4Oz9l8RK17iXzCsCBO4IlNaY1LZ15ppw1C2SgzMRrNuLxnGmj9bOXY85x1dj7KmNrfbTZzXaz7E+fdwbx9P9Xm2/J9urY3ziOgXAJ1S1SWAQgbc3gq3Ns0TZ2+ZaGs9b39fIbc2Nt2Zbbxnqh8DXAqU10331dYb0T6BvgdIak0ZnnYnlODmtPdfvYy39c9bd63NLqR15zBrtH5d5r523ZXvLfr5WWcb1dSy9968A2HsGxf+JQFqEWloUzyCcXUDz+cvx5s/O9Fs6d9n++tySd7r2iZjWcYz2vuR6NF7eRzq+I1AWuHP/pdaP1sz0vXs0KfiHAIErAqX1JbdpnckS5WPUtNySM84K7NnXnL97e3rqu1Y/W+Oo2f7a9SjurViOzl+2vXXt8nuvnxXwHwF51lfrkwk8vaBFF9Y99jvXp2vz//bav/r5kVuOOR/3+khtHLWzd93R57XbO+rrq+9KrltxXblmqx2fESBQFthah7Y+W7bkHl1qeE2AwBmB0vqS2kprjHXmjKpzZxaI3FMlnxptlPp46/u8fiyPb/Wtnz/+8AtAs4DARYG0aPWyGPf6kLaOO78/ck/f5fPOpDZdc9TumbbunLuM4co4rvR9ZuxvxXRlHK4h0JtA9N5brgtHY3R/Hun4jgCBIwHrzJHO2N/NuHc8MeajPT3dX1f7jN6bPc/Spc0M4/0yVwqAX+rrm0AlgeWiWanJ15rZW+SPxpS+27suBZ6+O7r+zOBqtnXU79Z43uo7xVXL62iMviNA4HeB0nr2+xU+IUCAQD2BreePrdY9J2ypxD9rba2fJZ/R+R3P5PGZNfMciX2WPB6r+/aMgALgGS3nEmhU4M1CUSsENTfYPKYn2sxt7x0jm/vetT4nQGAMgRprjz8EjDEXjILAmwLRZ5C760u0n+XY7/a5bKvW671xRGONnpfijfa1PO9M+7VMtBMXSLmK5miZ170eom3tXe/zOQUUAOfMu1FXEkgLb2SBrtTdcM3s2UU3tHzeXju1wFL7ua9abaZ2no67ZqzaIkDgWYG8xlxZF/K1z0aodQIERhGIrjN315ZoP1uu+dq7MWy1ffazHMveden7N+Jc97GO66049hx6+XzteDbutfuZ6yM5irR/dwxnYnbuWAIKgGPl02gmEEgL/tbGkD/rZUPI8baWsj3fmnFGx95LLmvaaIsAgbiANSJu5UwCBH4JvPUMEu2nlJfUzldrXa0xlMa4/v6rftdxjPz+S+OjOV2K66t7YeS5MNvYFABny7jxVhdIC3Fpsa7e6UGDR5vKwWXNfHVlY1vn4EobJYBartG58sQYSmP0PQG/0VlQAABAAElEQVQC7QlYC9rLiYgI9Cjw5vNHtK+o49EzWLSvs2tptN3oGO6edzb+u/2NcP1eDvc+/3LMkZhanwNpDK3H+GWOW+n7z1YCEQeBngXeXuxK/aUFOLKRtGZeGtdRvOna/L+j8yLf7cVx1zRyfa0xRMbpHAIECBAgQKAPgcgzxNZI0nXRa/eef7ba3fss2tfe9ZHP85jO9BU9N7cdieOJc6JxPtG3Nt8TWOZ5+Xovghr35l7bVz7fiycylqP+7l5/1Lbvfgn4BaCZQGBggbSI7i3QZ4e9XJBrtXk2hhbOv2q69Nsax8ymWx4+I0CAAAECBH4K5GeJyDNDPvdnC9vvIu1tX3nu02g/W7FvfXau91//7uW9GGq0fzYe578vkPLfUq4jsezN2ff1Yj3mMfUWd2x0/Z+lANh/Do2gEYE3N5S8sEaGns+9ugjn65d9pc+utpfbWXvdbS+3W+u4jm/Z7tKkFPfy3GUby9elNpbnek2AAAECBAiMLXD0DJJGXnoOizx7pHZqP3/s9Vu7nxR7rX/2Yt5qP4/jzDVb7Zz9LPd79rqZzz/KUfI8+j7idjYnW/1tfbbs+2wfy2vfeF1yXI+vNJ71+XkMpevyeY4xAQXAmJOzCNwSSAva14vXelGNxLO+5hbCxsWRGDYue+2jFF/JoPR9KdjWDUrx+54AAQIECBBoQ+DMM0nk+WOvvci1WeTMuXv95bZqH6P9rceQ3i+vXX9fO86t9pb9b33vs98Flnlavv79zP1Psns6Xm1jv/V/vrnbdo4zt3i3vdzO+pjaXfe1Pie/j56Xz3d8RkAB8BlXrU4qcGYRvEq0t3ie7XvdznJjWH93NdYRrjvrembMS/Mz1zmXAAECBAgQIJAFzjy3lZ49Im2lc0rtXIktX3PluBXP0ViOvsv9b7UZ+S6f8/bxKN63Y/myv0hur8S3bje/j7inc/L5pb4j7R21sdVP+uxuu3t9nhnbXht7nz8V815/M3yuADhDlo2xCYEnF948wDsL8NZmkdtdH2dbjO+4ru3S+9n8tgx8RoAAAQIECNwTqPHsdqaNZbRvPNcu+1u/vvosFRnv1bbXMdZ6v7aOjKFW36O082ROcz5q9HGnjRzHFzlLcdfu/47FFwa99KkA2EumxDmEQFoYn1jMlm3m17UX4ZyA3H5+P8sxj/uOa25jFjPjJECAAAECBJ4RiD6P7D17RK8/ij61sdf+0XVXvhutn7MGNfJ1ts8ez//S6e79cHWOfznm5RzJ8deIJ7e1bN/rOgIKgHUctUIgLHBnczizoC4XzjPX7Q1k2d7eOTN8nh3OmOZrZvAxRgIECBAgQKANga3njzPPL5FRpPZyP+lYu/0UQ24/Es+dc97q506Me9f2HPvemGp9XssmtVOa3/n7rT4j158dc+7v7HVPnr819micW9c+GeuMbSsAzph1Y/5cYLkIvrHQrftY9h/BWF8fuWb0c5iMnmHjI0CAAAECfQpsPaOcffZbjjy3t9dG/jydl/6X3y/buPo69331+sh1b/QRiSOdU9sv2u8I59Wcd3se0fzkWJ6aW7n9vThb+/wph9bG2UM8CoA9ZEmMQwukBTyyKO4t9JFr14DLa/baTdcsz1u34T0BAgQIECBAgEA7AlvPbUfPeXuRb7WTzk2fH7V39N1eX0ef78VxdE3+LhrLnT5yX7WPJed1fy2OYR3jl+/TXKhplNuKzLF8Tr4mHfNnV00i16/7yf1f7dN14wgoAI6TSyMhcEnAhnCJzUUECBAgQIAAgccE1n+AP+po/SwXKRCs21u3sf4+vz8TV77m7DEay1670fHf7Wev/xqf59j2xpK/r9HXCG3sOT05tpyDSN/5nHzNlbhyG6Vrcx/5WDrf93MJKADOlW+j7VRgb8G3sHeaUGETIECAAAECBA4E9p791pfkZ8Ho+XvXrz8/ep/6vNrfUbvpuzye0nl3vn+jjzvxLa/tKdZl3DO9zjmK3BORc5Z2Z87PcSyv95rAWkABcC3iPYEHBNKCvLeAHy3We9c8EKImCRAgQIAAAQIEGhA48/x35tw8tKNnz3xO6ZjbuNL/Vtu5va3vznx2FE+tPs7E49x5BPL8OpqDRxpXr0tt5r6P2vcdgSSgAGgeEHhB4GhBP/ruKDQL/ZGO7wgQIECAAAEC/QlcfS6MjPSJZ8fc5tW48/WR+J1D4IrA23Ms9Xf1fjg7vrfHdjY+57cnoADYXk5ERKAoYLEvEjmBAAECBAgQIEDgL4E3nhvf6ONOMluP787YZr/2rWLbGec8356KLbd/JibnEkgCCoDmAYHOBCz4nSVMuAQIECBAgACBDwQ8M/5C5/DB5Guky69zn/uvVQjM7TXCK4wOBf7sMGYhE2ha4MmF+cm2m0YVHAECBAgQIEBgAoG7z3rp+vy/Cbh+G+Lab/3+twt8QOAFgbv35N3rXxiiLjoR8AvAThIlzL4E0iJ99P/0lL5fjzad7x8CBAgQIECAAIHxBaLPiZ4Pt+cCl22X2T5tcR60GNNs82L28SoAzj4DjP8xgdICX/r+scA0TIAAAQIECBAg0LSA58Sm0yM4AgQIdCngrwB3mTZBEyBAgAABAgQIECBAgAABAmsBBfS1iPcEfgkoAJoJBAgQIECAAAECBAgQIECAQHcC62Lf+n13AxIwgQcF/BXgB3E1TYAAAQIECBAgQIAAAQIECDwnoOj3nK2WxxLwC8Cx8mk0BAgQIECAAAECBAgQIECAAAECBH4IKAD+4PCGAAECBAgQIECAAAECBAgQIECAwFgCCoBj5dNoCBAgQIAAAQIECBAgQIAAAQIECPwQUAD8weENAQIECBAgQIAAAQIECBAgQIAAgbEEFADHyqfRECBAgAABAgQIECBAgAABAgQIEPghoAD4g8MbAgQIECBAgAABAgQIECBAgAABAmMJKACOlU+jIUCAAAECBAgQIECAAAECBAgQIPBDQAHwB4c3BAgQIECAAAECBAgQIECAAAECBMYSUAAcK59GQ4AAAQIECBAgQIAAAQIECBAgQOCHgALgDw5vCBAgQIAAAQIECBAgQIAAAQIECIwloAA4Vj6NhgABAgQIECBAgAABAgQIECBAgMAPAQXAHxzeECBAgAABAgQIECBAgAABAgQIEBhLQAFwrHwaDQECBAgQIECAAAECBAgQIECAAIEfAgqAPzi8IUCAAAECBAgQIECAAAECBAgQIDCWgALgWPk0GgIECBAgQIAAAQIECBAgQIAAAQI/BBQAf3B4Q4AAAQIECBAgQIAAAQIECBAgQGAsAQXAsfJpNAQIECBAgAABAgQIECBAgAABAgR+CCgA/uDwhgABAgQIECBAgAABAgQIECBAgMBYAgqAY+XTaAgQIECAAAECBAgQIECAAAECBAj8EFAA/MHhDQECBAgQIECAAAECBAgQIECAAIGxBBQAx8qn0RAgQIAAAQIECBAgQIAAAQIECBD4IaAA+IPDGwIECBAgQIAAAQIECBAgQIAAAQJjCSgAjpVPoyFAgAABAgQIECBAgAABAgQIECDwQ0AB8AeHNwQIECBAgAABAgQIECBAgAABAgTGElAAHCufRkOAAAECBAgQIECAAAECBAgQIEDgh4AC4A8ObwgQIECAAAECBAgQIECAAAECBAiMJaAAOFY+jYYAAQIECBAgQIAAAQIECBAgQIDADwEFwB8c3hAgQIAAAQIECBAgQIAAAQIECBAYS0ABcKx8Gg0BAgQIECBAgAABAgQIECBAgACBHwIKgD84vCFAgAABAgQIECBAgAABAgQIECAwloAC4Fj5NBoCBAgQIECAAAECBAgQIECAAAECPwQUAH9weEOAAAECBAgQIECAAAECBAgQIEBgLAEFwLHyaTQECBAgQIAAAQIECBAgQIAAAQIEfggoAP7g8IYAAQIECBAgQIAAAQIECBAgQIDAWAIKgGPl02gIECBAgAABAgQIECBAgAABAgQI/BBQAPzB4Q0BAgQIECBAgAABAgQIECBAgACBsQQUAMfKp9EQIECAAAECBAgQIECAAAECBAgQ+CGgAPiDwxsCBAgQIECAAAECBAgQIECAAAECYwkoAI6VT6MhQIAAAQIECBAgQIAAAQIECBAg8ENAAfAHhzcECBAgQIAAAQIECBAgQIAAAQIExhJQABwrn0ZDgAABAgQIECBAgAABAgQIECBA4IeAAuAPDm8IECBAgAABAgQIECBAgAABAgQIjCWgADhWPo2GAAECBAgQIECAAAECBAgQIECAwA8BBcAfHN4QIECAAAECBAgQIECAAAECBAgQGEtAAXCsfBoNAQIECBAgQIAAAQIECBAgQIAAgR8CCoA/OLwhQIAAAQIECBAgQIAAAQIECBAgMJbAv8cajtEQIECAwP/9H//rB8K//9///vHeGwIECBAgQIAAAQIECBCYS0ABcK58Gy0BAgMLrAt/Aw/V0AgQIECAAAECBAgQIEDghIAC4Aksp54X+Ne//nX+IlcQIHBa4P/8+T93r3Ef7tL4ggABAgQIECBAgAABAlMI+HcATpFmgyRAYGSBo+LfyOM2NgIECBAgQIAAAQIECBCICSgAxpycRYAAgSYFIsW/yDlNDk5QBAgQIECAAAECBAgQIFBFQAGwCqNGCBAg8L7AmcLemXPfH4keCRAgQIAAAQIECBAgQOBJgX/9569/nuxA2wQIECBQV+Duf+zDfxW4bj60RoAAgRkE1v8+WX+EmCHrxkiAAAECXwk8se/6BeBX2dQvAQIELgjcLf6lLmu0cSF0lxAgQIAAAQIECBAgQIDARwL+K8AfweuWAAECZwVKhbvlL/tK5+bvl9ecjcf5BAgQIECAAAECBAgQINCHgF8A9pEnURIgMLlALtjtMawLeev3e9eV2t27zucECBAgQIAAAQIECBAg0I+AfwdgP7kSKQECkwqUinSlYl/p+sxaaief50iAAAEC8wk88e8imk/RiAkQIECAQEzgiX3XLwBj9s4iQIDA6wKpcFcq3kWKdpFz0uBKfb0OoEMCBAgQIECAAAECBAgQqCLgF4BVGDVCgACBugKRYly0sLeMLNJuOv9K28t+vCZAgACBsQSe+CXCWEJGQ4AAAQIE6gk8se/6BWC9/GiJAAECVQRKRbpUnLtaoIteV4qhykA1QoAAAQIECBAgQIAAAQKvCPgF4CvMOiFAgEBMoFR4ixbwIr2V+spt1Owzt+lIgAABAn0JPPFLhL4EREuAAAECBN4TeGLf9QvA9/KnJwIECBwKlApytQtx0fZKcR0OypcECBAgQIAAAQIECBAg8LmAXwB+ngIBECAwu0CkwBYt1l21jMSQ2n46jqvxu44AAQIEnhV44pcIz0asdQIECBAg0K/AE/uuXwD2Ox9EToDAAAKRwtsbRbfUR6SfSLwDpMUQCBAgQIAAAQIECBAgMJSAXwAOlU6DIUCgJ4FSMS1SkHtivKW4cp9fxZf7dyRAgACB9wSe+CXCe9HriQABAgQI9CXwxL6rANjXHBAtAQKDCJSKbC0U10oxplS0EOcgU8IwCBAg0LTA+g8iTQcrOAIECBAgMJjAf/7zn9sjUgC8TagBAgQInBMoFdZaKqqVYs0jbynmHJMjAQIECNQTUACsZ6klAgQIECBwVkAB8KyY8wkQIPChQKSY1mohrefYP0y5rgkQIDCMgALgMKk0EAIECBDoUEABsMOkCZkAgTkFRiigRcaQsttqEXPOmWfUBAgQqCOgAFjHUSsECBAgQOCKgALgFTXXECBA4GWBUuGst4JZaTyJt7cxvTwldEeAAAECBAgQIECAAIFXBfw7AF/l1hkBArMJlIplvRbKSuPKee51fDl+RwIECBAgQIAAAQIECIwgoAA4QhaNgQCB5gQiBbIRimOzjLO5CSYgAgQIECBAgAABAgQInBBQADyB5VQCBAhEBGYrikXGm9xGKHhG8u8cAgQIECBAgAABAgQItCagANhaRsRDgEDXApFi2KiFsJnH3vWkFTwBAgQIECBAgAABAsMLKAAOn2IDJEDgLYFSAWzUwt/St2SQz53BIo/VkQABAgQIECBA4HeB9XOj58PfjXxCoKaAAmBNTW0RIDCtwPoBZg0x2wNNySP5zGaynhPeEyBAgAABAgRmFNh7TvRsOONsMOY3BRQA39TWFwECwwnsPcAsBzrrw0zEJjnN6rOcI14TIECAAAECBGYQOHo+3Hom3Dp/67wZ7IyRwF2BP+824HoCBAjMKrD1QLK2mPkBJY09Mv6I49rVewIECBAgQIAAgb4Eaj3z1WqnLz3RErgvoAB431ALBAhMKBB58IgUv2agizgkz4jpDF7GSIAAAQIECBAYTaD0nBd5XlyalNpbnus1AQK/BPwVYDOBAAECJwVKDxxnH2BOdt/16SW7NDh+XadY8AQIECBAgACBHwKl57+jZ7/Stamjo+t/BOINgckFFAAnnwCGT4DAOYHSQ4gHkLJnyTC3wDJLOBIgQIAAAQIE+hQoPfdFnvdKbSSZSDt9CoqaQD0BBcB6lloiQGBgAQ8e9ZMbMU29eqCrb69FAgQIECBAgMDTAqVnvTPPeKW28ljOtJmvcSQwi4AC4CyZNk4CBC4LRB44PGxc443Yppb5XvN1FQECBAgQIEDgC4HSM97VZ7tSu2msV9v+wkmfBN4UUAB8U1tfBAh0J+Ah452URZxTJB7o3smHXggQIECAAAECVwQiz3R3n+cifaTY7/ZzZfyuIdCygAJgy9kRGwECnwqUHi48VNRNT8k798Y9SzgSIECAAAECBNoRKD3L1X6GK/WXZGr32Y62SAicF1AAPG/mCgIEJhAoPVB4mHhuEpTsc89ykCUcCRAgQIAAAQLfCpSe3556biv1m1Se6vtbcb0TOC+gAHjezBUECAws4CGijeRG8pAi9UDXRr5EQYAAAQIECMwrUHpue/p5rdR/zszTceR+HAm0KqAA2GpmxEWAwOsCkYcHDw7vpiWSkxSRvLybF70RIECAAAECBJJA6VntzWe0Uiwp3jfjSf35h0BLAgqALWVDLAQIfCZQemDwsPBZaooPljkyOcoSjgQIECBAgACB5wVafH4uxZRVPDdmCceZBBQAZ8q2sRIgsClQelDwgLDJ9vqHpTzlgOQrSzgSIECAAAECBJ4RKD2Xff08VoovqXwd4zOZ0SqBfQEFwH0b3xAgMIFA6eHAg0Fbk6CUrxytvGUJRwIECBAgQIBAPYHIs1grz2GRWJNMK/HWy5KWCGwLKABuu/iUAIHBBSIPBB4G2p0Ekfyl6OWw3RyKjAABAgQIEOhLoPT81epzVynulIVWY+9rhoi2dYE/Ww9QfAQIEKgt4CGgtuj77UUf0iK5fj96PRIgQIAAAQIE+hIoPVNFn82+GHUkttL4vohbnwRqC/gFYG1R7REg0LRAaXOPPCA0PcAJgyvlNJPIbZZwJECAAAECBAjEBUrPWr08Y5XGkUV6GU+O15FAVEABMCrlPAIEuhcobfo2+35TXMptHpkcZwlHAgQIECBAgEBZoPSM1eOzVWlMSaXHcZWz6YzZBRQAZ58Bxk9gEoHSRm+TH2MilPKcRynfWcKRAAECBAgQILAtUHqu6vl5qjS2LNLzGPMYHAlkAQXALOFIgMCQApHN3cY+VuojOU8jlvex8m40BAgQIECAQD2B0vPUKM9RpXEm0VHGWm92aKlXAQXAXjMnbgIEigI29CLR0CdE8p8APNQNPQ0MjgABAgQIEDghEHl+Gu3ZKTLmRDjauE9MC6cOIqAAOEgiDYMAgZ8CpY3cBv7Ta9R3pXmQx20+ZAlHAgQIECBAYFaByHPTyM9Ms49/1nk/07gVAGfKtrESmESgtHmP/OAySYpPD7M0J3KD5kaWcCRAgAABAgRmEig9K83yjFRySHNiFouZ5v8sY1UAnCXTxklgEoHSpm3DnmQibAyzNDfyJeZIlnAkQIAAAQIEZhAoPSPN9mxU8shzYjaXPG7HfgUUAPvNncgJEFgIRDZqm/QCbOKXkbmSeMyXiSeJoRMgQIAAgUkESs9FMz8PlWzSFJnZZ5JbZKhhKgAOlU6DITCngM15zrzfHbV5c1fQ9QQIECBAgEDPAqVnIcWtP/4oGeX8s8oSji0LKAC2nB2xESBQFChtyjbjIuHUJ5TmT8Yxj7KEIwECBAgQIDCCQOkZyLPPzyyXvNLZzH6aedeegAJgezkREQECQYHSRmwTDkI6LfT/7ppPJgoBAgQIECAwgoBn6GtZLLnlVj0zZgnH1gQUAFvLiHgIEAgJlDZgG2+I0UkLgdKcyqeaW1nCkQABAgQIEOhJIPKs4zmnnFGOZSNntCmgANhmXkRFgMCOgA13B8bH1QTMsWqUGiJAgAABAgQaESg93yj8nUtUyTO1xvScqbOfF1AAfN5YDwQIVBKw0VaC1ExRIDLXUiMe7IqUTiBAgAABAgQ+Fig913ieuZagkmtulW+WcPxaQAHw6wzonwCBkEBpg7WxhhiddFKgNO9Sc+beSVSnEyBAgAABAq8JlJ5lPMfcT0XJOPXA+b6zFu4LKADeN9QCAQIPC5Q2VRvqwwmYvPnS/Ms85mGWcCRAgAABAgRaECg9w3h2qZelknXuiXmWcPxCQAHwC3V9EiAQFihtpjbRMKUTbwqU5mJq3ny8iexyAgQIECBAoIpA6bnFM0sV5t8aKbmnC9j/xuaDlwQUAF+C1g0BAucEbJ7nvJz9jkBkXqZIPNi9kw+9ECBAgAABAr8LlJ5XPKf8blbzk5J/7ksesoTjWwIKgG9J64cAgbBAZNO0YYY5nfiAgDn6AKomCRAgQIAAgVsCnk9u8VW/WD6qk2rwpoAC4E1AlxMgUFegtFEq/NX11tp1gdJczS2bs1nCkQABAgQIEHhKIPJc4pnkKf39duVl38Y37wsoAL5vrkcCBHYEShukh5YdOB9/KlCatyk4c/fTFOmcAAECBAgMLVB6FvEc8m36S/nJ0clTlnB8SkAB8ClZ7RIgcEqgtDHaEE9xOvllgdL8zeGYx1nCkQABAgQIEKghUHoG8exRQ7lOG6VcpV7kq461VrYFFAC3XXxKgMBLAjbCl6B184qA+fwKs04IECBAgACBvwRKzx2KSe1Nk1LOcsRylyUcawooANbU1BYBAqcEIhugze8UqZMbEIjM6xSmud1AsoRAgAABAgQ6FSg9b3jOaDuxpfyl6OWw7Rz2GJ0CYI9ZEzOBAQRKm54Nb4AkTz6E0hxPPOb55JPE8AkQIECAwAWB0jOG54sLqB9cUspjDkk+s4TjXQEFwLuCridA4LRAabOzyZ0mdUGjAqW5nsM257OEIwECBAgQIHAkUHq28ExxpNfmd6Wcpqjltc3c9RaVAmBvGRMvgc4FShucza3zBAt/U6A079NF5v4mnQ8JECBAgACBvwQ8S4w9DeR37Py2MjoFwFYyIQ4CgwvY1AZPsOEVBSL3QGpEIbBI6QQCBAgQIDCVQOkZwrPDGNOhlOc8SvnOEo5nBRQAz4o5nwCB0wKRzcxGdprVBZ0KRO6HNDT3RKcJFjYBAgQIEKgoUHpu8LxQEbuRpko5T2HKeyPJ6iwMBcDOEiZcAr0JlDYwm1dvGRVvDYHSfZH7cH9kCUcCBAgQIDCfQOl5wXPCuHOilPs8cnMgSzhGBBQAI0rOIUDgkkBp47JhXWJ10UACpXskD9W9kiUcCRAgQIDAHAKlZwTPBuZBFjAXsoRjSUABsCTkewIELgl4aLnE5qIJBUr3SibxcJclHAkQIECAwNgCpWcDzwRj5389utJ8yOebF1nCcU9AAXBPxucECFwSiGxQNqdLtC4aXCBy7yQC98/gE8HwCBAgQGBqgdLzgOeAeadHaW4kGfNj3vkRGbkCYETJOQQIhARsSiEmJxHYFYjcQ+liD3e7hL4gQIAAAQJdCkSeAez/Xaa2atDmSVXO6RpTAJwu5QZM4BmB0mbkgeUZd62OKVC6n/Ko3VdZwpEAAQIECPQrUNr37ff95vaJyEvzJfdp3mQJxyygAJglHAkQuCxQ2oRsPpdpXTixQOm+yjTuryzhSIAAAQIE+hMo7ff2+f5y+lbEpbmT4jB/3spGH/0oAPaRJ1ESaFLAptNkWgQ1mEDkPktD9oA3WOINhwABAgSGFyjt8fb24afA7QGW5lDuwFzKEnMfFQDnzr/RE7gsENlsbDSXeV1I4IdA5H5LF7jnfrB5Q4AAAQIEmhUo7e329GZT12RgpfmUgjanmkzdq0EpAL7KrTMCYwjYYMbIo1H0JxC599KoPOD1l1sREyBAgMA8AqX93D4+z1yoOdLSvMp9mV9ZYr6jAuB8OTdiArcEShuLDeUWr4sJFAVK92BuwL2YJRwJECBAgEA7AqV93P7dTq56jaQ0x9K4zLNes3svbgXAe36uJjCVQGkzsZFMNR0M9mOB0v2Yw3NfZglHAgQIECDwnUBk37Znf5ef0Xo230bLaJ3xKADWcdQKgaEFbCBDp9fgOhaI3JtpeP5A0XGShU6AAAEC3QtE9mt7dfdpbnIA5l6TafksKAXAz+h1TKAPAZtGH3kS5dwCkfs0CfnDxdzzxOgJECBA4H2B0h5tb34/J7P1WJqDycM8nGNWKADOkWejJHBJwGZxic1FBD4RiNyvKTAPeJ+kR6cECBAgMKFAaW+2J084KT4acmku5rDMySwx5lEBcMy8GhWB2wKlTcLmcJtYAwQeESjdu7lT93CWcCRAgAABAvUFSvuxfbi+uRbLAqV5mVowN8uOvZ6hANhr5sRN4EGB0sZgU3gQX9MEKgiU7uHchXs5SzgSIECAAIF6AqV92P5bz1pL5wVK8zO3aJ5miXGOCoDj5NJICNwWiGwGNoLbzBog8JpA5J5OwbivX0uJjggQIEBgcIHS3mvPHXwCdDS80lxNQzFfO0poIFQFwACSUwjMIGADmCHLxjirgPt71swbNwECBAi8KVDabxVT3syGviICpTmb2jBvI5J9nKMA2EeeREngUQEL/6O8GifQhEDkPk+BeshrIl2CIECAAIGOBCJ7rP21o4ROGKo5PEfSFQDnyLNREtgVKC32HlZ26XxBoEuB0j2fBuW+7zK1giZAgACBDwRK+6o99YOk6PKSQGkup0bN50u0zVykANhMKgRC4H2B0iJvgX8/J3ok8IZA6d7PMVgDsoQjAQIECBD4XaC0n9pHfzfzSdsCpTmdoze3s0RfRwXAvvIlWgJVBCILu0W9CrVGCDQtYC1oOj2CI0CAAIGGBUp7qGfphpMntKJAaX6nBszxImNzJygANpcSARF4VsBi/qyv1gn0JhBZE9KYPOT1llnxEiBAgMBTAqW90575lLx23xQozfMci/meJdo/KgC2nyMREqgmUFrELd7VqDVEoDuB0vqQBmSN6C6tAiZAgACBygKl/dJeWRlcc58LlOZ8CtC8/zxNoQAUAENMTiLQv0Bp4bZo959jIyBwV6C0TuT2rRdZwpEAAQIEZhIo7ZP2x5lmw1xjLc39pGH+tz8nFADbz5EICdwWKC3YFuvbxBogMJRAac1Ig7VuDJVygyFAgACBAwH74gGOr6YScC/0nW4FwL7zJ3oChwIW6EMeXxIgcCAQWT/S5QqBB4i+IkCAAIHuBUr7oX2w+xQbwEmB0j2RmnNfnER96XQFwJegdUPgbQEL89vi+iMwpoC1ZMy8GhUBAgQIlAVKe6AiR9nQGWMKlO6NPGr3SJZo46gA2EYeREGgqkBpQbYQV+XWGIHhBUprSgawtmQJRwIECBDoXaC099nzes+w+GsIlO6T1Id7pYZ0nTYUAOs4aoVAMwKlRdgC3EyqBEKgO4HS+pIGZI3pLq0CJkCAAIGVQGm/s9etwLydWqB0v2Qc902W+O6oAPidvZ4JVBcoLb4W3erkGiQwnUBpnckg1pss4UiAAAECPQmU9jn7W0/ZFOubAqV7J8Xi/nkzI7/3pQD4u4lPCHQnYLHtLmUCJtC9gHWn+xQaAAECBAisBEp7m+LFCsxbAiuB0j2UT3cvZYl3jwqA73rrjUB1gcgia4Gtzq5BAgT+EoisPwnKGmS6ECBAgEDrAqU9zV7WegbF15JA6X5Ksbqn3s+YAuD75nokUE2gtLBaVKtRa4gAgQOB0lqULrUeHQD6igABAgQ+E7CHfUav48EF3FvtJVgBsL2ciIhASKC0oPrDdojRSQQIVBIorUm5G2tTlnAkQIAAga8FSnuXPevrDOm/d4HSPZbH517LEs8eFQCf9dU6gUcESgupBfQRdo0SIBAQKK1PqQlrVADSKQQIECDwqEBpv7JXPcqv8ckESvdb4nDPPT8pFACfN9YDgWoCFs5qlBoiQOBBgchalbr3oPdgEjRNgAABArsCpX3K/rRL5wsClwVK911u2P2XJeofFQDrm2qRwCMCkQXTYvkIvUYJELgoEFm3UtPWrovALiNAgACB0wKlvcmedJrUBQROCZTuwdSY+/AUafhkBcAwlRMJfCdQWiQtkN/lRs8ECBwLlNavfLV1LEs4EiBAgMBTAqU9yV70lLx2CfwUKN2L+Wz3ZJaoc1QArOOoFQKPCZQWR4viY/QaJkCgokBpLctdWdOyhCMBAgQI1BQo7UP2n5ra2iIQEyjdl6kV92bMMnKWAmBEyTkEPhIoLYgWw48So1sCBC4JlNa03Ki1LUs4EiBAgMBdgcjeY9+5q+x6AtcF3KPX7c5eqQB4Vsz5BF4QsAi+gKwLAgQ+E4iscSk4fyD7LEU6JkCAwBACpf3GPjNEmg1iAIHSvZqH6J7NEteOCoDX3FxF4DGByOJn4XuMX8MECLwkEFnrUijWu5cSohsCBAgMJlDaZ+wvgyXccIYQKN23aZDu3eupVgC8budKAtUFSguexa46uQYJEPhYoLTu5fCsf1nCkQABAgRKAqW9xZ5SEvQ9ge8ESvdvjsx9nCXiRwXAuJUzCTwqUFroLHCP8mucAIEPBUrrXw7NOpglHAkQIEBgT6C0p9hL9uR8TqAtgdK9nKJ1P5/LmQLgOS9nE3hEoLS4WdgeYdcoAQKNCZTWwhyuNTFLOBIgQIDAUqC0j9g/llpeE2hfoHRP5xG4t7PE8VEB8NjHtwQeFYgsaBazR1OgcQIEGhOIrIspZGtjY4kTDgECBD4WKO0f9o2PE6R7AjcESvd3ato9XgZWACwbOYPAIwIWsUdYNUqAwCACkTUyDdXD3iAJNwwCBAhcFIjsF/aKi7guI9CQgHv9fjIUAO8baoHAaYHS4uUh5TSpCwgQGFCgtFbmIVszs4QjAQIE5hKI7BP2iLnmhNGOLRC555OA+357HigAbrv4lMBjAqVFy2L1GL2GCRDoVKC0buZhWT+zhCMBAgTGFyjtDfaE8eeAEc4rULr/k4w14Pf5oQD4u4lPCDwmUFqoLFKP0WuYAIHOBUrrZx6edTRLOBIgQGBcgdKeYC8YN/dGRiALlNaBfJ71IEv88YcC4D8WXhF4TCCyOFmYHuPXMAECAwlE1tM0XGvqQEk3FAIECCwESvuA9X+B5SWBCQRKa0IisC78mggKgBPcEIb4rYAF6Vt/vRMgMJ5AZF1No/awN17ujYgAgbkFSuu/dX/u+WH08wqU1oYsM/saoQCYZ4IjgQcESgvR7AvQA+SaJEBgIoHSGpsprLVZwpEAAQL9CpTWfGt9v7kVOYFaAqV1IvUz81rxZy1o7RAg8FOgtPjMvPD8lPKOAAEC1wSi62hpPb7Wu6sIECBA4C2B0joe3Q/eilc/BAh8IxBZC0rryTeRv9OrXwC+46yXyQRKi0pkYZqMzHAJECBwS6C07ubGrb9ZwpEAAQLtC0TWdut6+3kUIYG3BSJrR4pptvVDAfDtmai/oQUiC81si8zQCTc4AgSaE7AON5cSAREgQOCSQGk990x9idVFBKYSKK0jCWOmtUQBcKrpb7BPClhcntTVNgECBOICkfU4tTbTA19cz5kECBD4XqC0jlu/v8+RCAj0IlBaT/I4ZlhXFABzth0J3BAoLSozLCY3+FxKgACBRwRKa3Pq1Pr8CL1GCRAgcFmgtHZbty/TupDA1AKltSXhjL6++I+ATH0LGHwNgdJCMvoiUsNQGwQIEHhCILL+pjW8tI4/EZs2CRAgQOB3gdJ6HFnXf2/VJwQIEIgJlNagWCvtnqUA2G5uRNaBQGmB8JDSQRKFSIDA0AJpHY6sxaX1fGgkgyNAgEADAqV1OLKWNzAMIRAgQKBZgX83G5nACDQsUHpASaF7SGk4gUIjQGA6gbQml9bu/L31e7rpYcAECHwskNffvTCsy3syPidAYEtgvaZYQ34p+QXg1mzxGYEDgfVisnWqBWZLxWcECBD4ViCtzZH1ObLOfzsSvRMgQGAMgbTeltbcyLo9hoZRECBQQ6C0ptToo9c2/EdAes2cuD8RKC0mHlA+SYtOCRAgcFqgtJ7nBq3rWcKRAAECdQVK67D1t6631gjMILC3ruT1ZO/7ZJPPGdnJLwBHzq6xVRU4WixSRzMsGFVBNUaAAIEPBdKaHVm3S2v/h0PQNQECBLoVKK2tkfW528ELnACBRwRK60rq9GhtiVz/SOAvNuoXgC9i66pPgchCcLSQ9DlqURMgQGAegcg6nzSs9fPMCSMlQOA5gdKaa619zl7LBEYUuLKmHF0z8hqkADjiHWBM1QSOFobcycgLRB6jIwECBGYQsObPkGVjJEDgS4HSOuu5+svs6JtAfwJ31pSja0ddixQA+5vjIn5J4GhByCGMujDk8TkSIEBgNoHI2p9MrP+zzQzjJUDgrkBpfbWu3hV2PYG5BGqsKUdtjLgmKQDOdY8YbVDgaCFITYy4GARpnEaAAIEpBEr7QEKwF0wxFQySAIEKAqU11XpaAVkTBCYSqLmmHLU12tqkADjRTWKoMYGjBSC1MNoiEFNxFgECBOYTKO0HWcS+kCUcCRAg8FMgso5aQ3+aeUeAwLFAaV25sqYctXmlveMRfPetAuB39npuTODops+hjnTz5zE5EiBAgMCxgP3h2Me3BAgQ2BKwdm6p+IwAgTsCpXXlzp/Xj9q+0+6d8da+VgGwtqj2uhQ4utnzgEa56fN4HAkQIEAgLhDZJ1Jr9oq4qTMJEBhXoLRmWivHzb2REXhK4I115aiPEdYtBcCnZqd2uxE4usnzIEa42fNYHAkQIEDguoA947qdKwkQmEOgtE56rp5jHhglgZoCb64rR331vn4pANacldrqTuDo5k6D6f0G7y4hAiZAgEAHAqW9Iw/BHpIlHAkQmEWgtD5aF2eZCcZJoJ7AF+vKUZ89r2MKgPXmpZY6Ezi6qdNQer6xO0uFcAkQINClQGkfSYOyl3SZWkETIHBBoLQmWg8voLqEwOQCX64rR333up4pAE5+Q804/KMbOXv0ekPn+B0JECBA4B2ByJ6SIrGvvJMPvRAg8I1AaS20Bn6TF70S6FmghXXlKIYe1zUFwJ7vCLGfFji6gXNjPd7IOXZHAgQIEPhGILK/pMjsMd/kR68ECDwnUFr/rHvP2WuZwKgCLa0rR7H0tr4pAI56xxjXbwJHN24+ubcbOMftSIAAAQLfC0T2mRSlveb7XImAAIH7ApE1z3p331kLBGYTKK0tX6wrRzF9Ec/VOaEAeFXOdV0JHN2waSA93bRdwQuWAAECEwqU9pxMYu/JEo4ECPQmUFrnrG+9ZVS8BNoQaHltOYqtlzXvzzbSLAoCzwkc3aip115u1ueEtEyAAAECNQWi+0ppf6oZk7YIECBQS6C0dkXXwFrxaIcAgTEEWl9bjta2UuytZMgvAFvJhDiqC0RuwqObuHpAGiRAgACB6QQie1FCsR9NNzUMmECXAqU1zVrWZVoFTeBzgZ7WlqNYW18DFQA/n+oCeELg6KbM/bV+c+Y4HQkQIECgb4HInpRGaF/qO8+iJzC6QGkts4aNPgOMj8AzAkdrS6vrSo8xp+wpAD4zh7X6ocDRzZjCanUR+ZBM1wQIECDwgkBpf8oh2KeyhCMBAq0IlNYv61YrmRIHgb4EjtaW1teVHmP37wDs6/4QbUHg6CZMl7a+iBSG52sCBAgQ6FggugeV9rKOCYROgECHAqU1Kbq2dTh0IRMg8KDA0drSw7pyFOPR2B4kLTbtF4BFIif0IlC6yY5u0F7GKE4CBAgQGEOgtGflUdq7soQjAQJvC0TWKWvU21nRH4H+BUprS2/rytF4WhuLAmD/98/0Izi64TJOazdejsuRAAECBOYViOxfScceNu8cMXICXwlE1idr01fZ0S+BfgVKa0uv68rRuFoakwJgv/eOyP8SOLrRMlBLN1yOyZEAAQIECGSByF6WzrWfZTFHAgSeFCitSdaiJ/W1TWBcgdHXlqPxtbJuKgCOe38NP7KjGywNvpWbbPhEGCABAgQI3BYo7Wm5A3tblnAkQOAJgdJaZA16Ql2bBMYXmGVtORpnC+unAuD499qQIzy6sdKAW7i5hoQ3KAIECBB4VKC0v+XO7XNZwpEAgVoCpfXHulNLWjsE5hKYbW05Gu/X66j/CvBc994Qoz26odIAv76phkA2CAIECBD4RCC6h5X2wk+C1ykBAt0KlNaU6NrULYDACRB4RGDGteVovSx5PJKERaN+AbjA8LJtgcjNcnSztT060REgQIAAgZ8CkX0vXWHv++nmHQEC5wRKa4015pynswkQ+CUw+9pyNP6v1lW/AHR3diFwdPPkAXx1E+X+HQkQIECAQE2B6L4W2SNrxqUtAgTmEYiuQ/OIGCkBAhGB0rPJDGvL0RhLPhHjK+f4BeAVNde8KlC6OY5urFcD1RkBAgQIEHhIoLQX5m7tiVnCkQCBqMDe+mI9iQo6jwCBpcDempLPmW1tOfJ428IvAPMsdGxS4OhmSQG/fcM0iSQoAgQIEBheILrflfbN4aEMkACB2wJpvYmuObc70wABAkMJlJ5DZlxbjsZc8qo9OfwCsLao9qoJlG6GoxupWhAaIkCAAAECjQmU9sccrn0ySzgSIECAAAECTwuUnk9mfy458nnLRgHw6btA+6cFjm6M3NhbN0juz5EAAQIECLQkENkrU7z2y5ayJhYCBAgQIDCmQOm5xPPIr7wfOb1hpAA45v3X7aiObog8qDdujNyXIwECBAgQaFkgsm+m+O2dLWdRbAQIECBAoF+B0rOIZ5CfuT3yetpKAfBnLrz7UODoRkhhPX0zfDh0XRMgQIAAgVsCpT00NW4fvUXsYgIECBAgQGAlUHr+8OyxAvvvt0duT5opAG7nw6cvCxzdACmUJ2+Cl4eqOwIECBAg8IhAaS/NndpTs4QjAQIECBAgcFWg9NzheeNY9sjvKTsFwOOc+PYFgaOJn7p/avK/MDRdECBAgACB1wVK+2oKyN76elp0SIAAAQIEhhEoPWt4zoil+sjxCcM/Y2E5i8A3Ak9M+m9GolcCBAgQIPCOQGTvTA+cRw+d70SqFwIECBAgQKA3gdLzQ+Q5pLcxPxXvkVXJ+UpMfgF4Rc01VQX2JvbRzVA1AI0RIECAAIFBBfb22OVw7bdLDa8JECBAgACBPYGj5wrPE3tq5c/fclUALOfCGQ8LrCe7heNhcM0TIECAwFQC6312b/D23z0ZnxMgQIAAAQJHzxOeIe7Pjzd8FQDv50kLBAgQIECAAIHmBY4eLHPwHuCzhCMBAgQIECCQBY6eITw7ZKX7x6edFQDv50gLBAgQIECAAIEuBI4eLJcD8DC/1PCaAAECBAjMKVB6bvC8UH9eHJnf9VYArJ8vLRIgQIAAAQIEmhY4erjMgd99yMztOBIgQIAAAQL9CZSeFTwnPJfTI/s77gqAz+VMywQIECBAgACBZgWOHi6XQd950Fy24zUBAgQIECDQh0DpGcGzwfN5PMrBVX8FwOfzpgcCBAgQIECAQLMCRw+YOeirD5r5ekcCBAgQIECgD4HSc4FngvfyeJSLK3lQAHwvd3oiQIAAAQIECDQpcPSAuQz4ysPm8nqvCRAgQIAAgXYFSs8DngPez91RTs7mQwHw/fzpkQABAgQIECDQpMDRQ2YO+OzDZr7OkQABAgQIEGhXoPQMYP//LndHuTmTFwXA73KoZwIECBAgQIBAcwJHD5nLYM88cC6v85oAAQIECBBoS6C099vzv8/XUY6i+VEA/D6PIiBAgAABAgQINCdw9KCZg40+cObzHQkQIECAAIG2BEr7vb2+nXwd5SqSJwXAdnIpEgIECBAgQIBAUwJHD5rLQCMPncvzvSZAgAABAgS+Fyjt8/b373O0juAoZ6V8KQCuNb0nQIAAAQIECBD4IXD0sJlPLD105vMcCRAgQIAAge8FSnu7ff37HO1FcJS7o7wpAO6J+pwAAQIECBAgQOBvgaOHzb9P+uvF0YPn8jyvCRAgQIAAgW8ESnu6vfybvJzp9SiHe/lTADwj7FwCBAgQIECAwOQCRw+cS5q9h8/lOV4TIECAAAEC7wqU9nH797v5uNPbXi73cvjnnc5cS4AAAQIECBAgMJfA3kPlWmHvoXR9nvcECBAgQIDAOwKlvTm6x78TrV5KAmfz5ReAJVHfEyBAgAABAgQIbAqU/iCRLzr7gJqvcyRAgAABAgTqCJT2bHt1HecvWlnndi+XCoBfZEefBAgQIECAAIFBBNYPnXvD2nsY3Tvf5wQIECBAgEAdgdJebY+u49x6KwqArWdIfAQIECBAgACBDgRKf7jIQ/CHjCzhSIAAAQIEnhco7c/25edz0EoPCoCtZEIcBAgQIECAAIHGBbb+ELH8g8PW91tDWl6z9b3PCBAgQIAAgfsCpX3ZfnzfuKcW/EdAesqWWAkQIECAAAECjQks/3CR/iAR+cPE8prGhiMcAgQIECAwvEB0vx4eYrIBKgBOlnDDJUCAAAECBAjUFkgFvWVRL1IErB2D9ggQIECAAIGygD26bDTqGQqAo2bWuAgQIECAAAECLwusi4D+kPFyAnRHgAABAgQOBOzLBzgTfOXfAThBkg2RAAECBAgQIFBLYFnkO2pz+YeMrWuW3x+14zsCBAgQIECAAIH7AgqA9w21QIAAAQIECBCYSmCroLcFoMi3peIzAgQIECBAgMD7AgqA75vrkQABAgQIECAwhIBC4BBpNAgCBAgQIEBgAgH/DsAJkmyIBAgQIECAAIEnBKK/8IsWCp+IUZsECBAgQIAAAQJ//OEXgGYBAQIECBAgQGBwga0CXLR4F6XZ6mPr2tr9bvXhMwIECBAgQIAAgZ8CfgH408M7AgQIECBAgMAwAqkoFy3M3R10tLD3Vjx3x+N6AgQIECBAgMBIAn4BOFI2jYUAAQIECBAg8JdApMgWLdhdAY30n9p9MoYrcbuGAAECBAgQIDCqgF8AjppZ4yJAgAABAgSmE0iFt2jx7UmcaGGvhVifdNA2AQIECBAgQKAVAb8AbCUT4iBAgAABAgQIXBQ4W0iLFuguhvPjsmhsb8b0I0BvCBAgQIAAAQITCCgATpBkQyRAgAABAgTGFIgW1/LovyqyReP8Kr7s40iAAAECBAgQGFVAAXDUzBoXAQIECBAgMKxAtKCWAVoprEXjbiXe7OdIgAABAgQIEOhdQAGw9wyKnwABAgQIEJhGIFpAyyAtFtKiY2gx9uzqSIAAAQIECBDoTUABsLeMiZcAAQIECBCYTiBaNMswPRTPomPqYSzZ3ZEAAQIECBAg0KqAAmCrmREXAQIECBAgML1AtEiWoXoslkXG2OO4ck4cCRAgQIAAAQItCCgAtpAFMRAgQIAAAQIEFgKRotji9D96L5BFx9v7OJc585oAAQIECBAg8KaAAuCb2voiQIAAAQIECBwIRAthuYnRCmKR8Y825pxLRwIECBAgQIDAkwIKgE/qapsAAQIECBAgEBCIFL6WzYxcBItajGywzLXXBAgQIECAAIEaAgqANRS1QYAAAQIECBC4IBAtduWmZyp6RWxm8shzwJEAAQIECBAgcEVAAfCKmmsIECBAgAABAjcEIsWtZfOzFrqiTrP6LOeI1wQIECBAgACBIwEFwCMd3xEgQIAAAQIEKgpEC1q5S4WtXxIRN1Z51jgSIECAAAECBH4XUAD83cQnBAgQIECAAIGqApEC1rJDxaylxq/XUUN2v9v5hAABAgQIECCgAGgOECBAgAABAgQeEogWrXL3ildZYv8YMeW47+cbAgQIECBAYE4BBcA5827UBAgQIECAwIMCkSLVsnsFq6VG+XXUl2vZ0hkECBAgQIDAHAIKgHPk2SgJECBAgACBFwSihakcigJVlrh2jHgzvmbrKgIECBAgQGAsAQXAsfJpNAQIECBAgMAHApFC1DIsRamlxr3XUXvm95xdTYAAAQIECPQtoADYd/5ET4AAAQIECHwoEC0+5RAVobJE/WMkF/zru2uRAAECBAgQ6ENAAbCPPImSAAECBAgQaEggUmxahqvwtNR47nU0L/LxXA60TIAAAQIECLQpoADYZl5ERYAAAQIECDQoEC0w5dAVmrLEu8dInuTm3ZzojQABAgQIEPhWQAHwW3+9EyBAgAABAh0IRApKy2EoLi01vnkdzZlcfZMfvRIgQIAAAQLvCigAvuutNwIECBAgQKAjgWgRKQ9JMSlLtHOM5FDe2smXSAgQIECAAIFnBBQAn3HVKgECBAgQINCxQKRotByeAtJSo73X0XzKY3u5ExEBAgQIECBQR0ABsI6jVggQIECAAIEBBKKFojxUBaMs0ccxkl857SOXoiRAgAABAgTOCSgAnvNyNgECBAgQIDCgQKQwtBy2ItFSo6/X0VzLcV95FS0BAgQIECBwLKAAeOzjWwIECBAgQGBggWgxKBMoCmWJ/o+R3Mt3/3k2AgIECBAgQOCXgAKgmUCAAAECBAhMJxAp/ixRFIKWGuO8js4D+R8n50ZCgAABAgRmFVAAnDXzxk2AAAECBCYUiBZ8Mo3CT5YY+xiZF+bC2HPA6AgQIECAwOgCCoCjZ9j4CBAgQIDA5AKR4s6SSKFnqTHP6+g8MT/mmRNGSoAAAQIERhJQABwpm8ZCgAABAgQI/C0QLejkCxR2ssTcx8i8MVfmniNGT4AAAQIEehRQAOwxa2ImQIAAAQIEdgUiBZzlxYo5Sw2vk0B0Dpk75gsBAgQIECDQi4ACYC+ZEicBAgQIECBwKBAt2uRGFG+yhOOeQGROmUd7ej4nQIAAAQIEWhJQAGwpG2IhQIAAAQIETgtEijTLRhVslhpelwSi88u8Kkn6ngABAgQIEPhSQAHwS319EyBAgAABApcFooWZ3IECTZZwvCIQmW/m2BVZ1xAgQIAAAQJvCCgAvqGsDwIECBAgQKCaQKQQs+xMUWap4fUdgejcM+fuKLuWAAECBAgQeEJAAfAJVW0SIECAAAEC1QWixZfcsSJMlnCsLRCZi+ZfbXXtESBAgAABAncEFADv6LmWAAECBAgQeFwgUmxZBqHwstTw+imB6Lw0H5/KgHYJECBAgACBMwIKgGe0nEuAAAECBAi8JhAtsOSAFFqyhOObAtF5an6+mRV9ESBAgAABAmsBBcC1iPcECBAgQIDApwLRgkoOUmElSzh+JRCds+bqVxnSLwECBAgQIKAAaA4QIECAAAECTQhEiyg5WMWULOHYikB0Dpu7rWRMHAQIECBAYB4BBcB5cm2kBAgQIECgSYFo0SQHr3iSJRxbFIjOZ/O4xeyJiQABAgQIjCugADhubo2MAAECBAg0LRAtlORBKJhkCcceBKLz27zuIZtiJECAAAEC/QsoAPafQyMgQIAAAQJdCUQLI3lQCiRZwrE3gehcN8d7y6x4CRAgQIBAfwIKgP3lTMQECBAgQKBLgWgxJA9OUSRLOPYuEJ375nzvmRY/AQIECBBoV0ABsN3ciIwAAQIECAwhEC1+5MEqgmQJx5EEoveB+T9S1o2FAAECBAi0I6AA2E4uREKAAAECBIYSiBY88qAVPrKE48gCniPcMQAAExFJREFU0fvC/TDyLDA2AgQIECDwvoAC4PvmeiRAgAABAkMLRAscGUGhI0s4ziIQvUfcG7PMCOMkQIAAAQLPCygAPm+sBwIECBAgMIVAtKiRMRQ3soTjrALRe8a9MusMMW4CBAgQIFBPQAGwnqWWCBAgQIDAlALRIkbGUczIEo4E/vgjev+4b8wWAgQIECBA4I6AAuAdPdcSIECAAIGJBaKFi0ykgJElHAn8LhC5n9xDv7v5hAABAgQIEIgJ/Dt2mrMIECBAgAABAr8EIoWKpZWixVLDawLbAuk+OXtvbbfkUwIECBAgQIDA7wIKgL+b+IQAAQIECBDYEDhbnFD420D0EYEDgXzPnL3XDpr0FQECBAgQIEDgvwQUAE0EAgQIECBA4FDgbDEiFzEOG/UlAQK7An4NuEvjCwIECBAgQOCigH8H4EU4lxEgQIAAgdEFFP5Gz7DxESBAgAABAgQIzCLgF4CzZNo4CRAgQIBAUEDhLwjlNAIECBAgQIAAAQKdCCgAdpIoYRIgQIAAgacFFP6eFtY+AQIECBAgQIAAgW8EFAC/cdcrAQIECBBoSuBM8c+/46+p1AmGAAECBAgQIECAQFFAAbBI5AQCBAgQIEAgCSj8mQcECBAgQIAAAQIE+hRQAOwzb6ImQIAAAQKvCSj8vUatIwIECBAgQIAAAQKPCCgAPsKqUQIECBAg0L+Awl//OTQCAgQIECBAgAABAkngX//56x8UBAgQIECAAAECBAgQIECAAAECBAiMKeAXgGPm1agIECBAgAABAgQGEtj6D/X4le5ACTYUAgQIECDwsIBfAD4MrHkCBAgQIECAAAECdwS2in/r9hQD1yLeEyBAgAABAksBBcClhtcECBAgQIAAAQIEGhGIFP7WoSoErkW8J0CAAAECBJKAAqB5QIAAAQIECBAgQKAhgSuFv3X4CoFrEe8JECBAgMDcAgqAc+ff6AkQIECAAAECBBoSqFH8Ww5HIXCp4TUBAgQIEJhXQAFw3twbOQECBAgQIECAQCMC0cJfLuhFz8/Dy9fl944ECBAgQIDAXAIKgHPl22gJECBAgAABAgQaEjhTyNsq4p25Pg17q42GOIRCgAABAgQIPCSgAPgQrGYJECBAgAABAgQIHAlEi3eRol20rRxPpM18riMBAgQIECDQv4ACYP85NAICBAgQIECAAIGOBKLFuitFumjbmetKH/laRwIECBAgQKAfAQXAfnIlUgIECBAgQIAAgY4FzhTn7hbmzvSVSO/213FahE6AAAECBKYQUACcIs0GSYAAAQIECBAg8KVAtCBXuxAX7Tfb1O4/t+tIgAABAgQIfCugAPitv94JECBAgAABAgQGFogW4J4uvEXjyKl4Op7cjyMBAgQIECDwjoAC4DvOeiFAgAABAgQIEJhI4EzB7c1i25m4UrrejG2i6WGoBAgQIEDgdQEFwNfJdUiAAAECBAgQIDCyQLTI9mVxLRpjztOXseYYHAkQIECAAIHrAgqA1+1cSYAAAQIECBAgQOBvgWhRraViWjTmNMiW4v4b3QsCBAgQIEAgJKAAGGJyEgECBAgQIECAAIFtgRGKaCOMYTs7PiVAgAABAgSSgAKgeUCAAAECBAgQIEDgokC0cNbLr+ei40lcvYzpYmpdRoAAAQIEhhJQABwqnQZDgAABAgQIECDwhsDohbLRx/fGHNEHAQIECBBoSUABsKVsiIUAAQIECBAgQKBpgdkKY7ONt+nJJzgCBAgQIHBDQAHwBp5LCRAgQIAAAQIE5hGIFsNG/Kux0bGn2TDi+OeZ5UZKgAABAqMKKACOmlnjIkCAAAECBAgQqCKg+PUPI4t/LLwiQIAAAQI9CSgA9pQtsRIgQIAAAQIECLwmoNi1TX3GJbXgF4Hbjj4lQIAAAQJvCigAvqmtLwIECBAgQIAAgS4EokWumYtbUaOc8JmtsoEjAQIECBD4SkAB8Ct5/RIgQIAAAQIECDQncKaopaD1K31nzNIV3Jqb9gIiQIAAgQkEFAAnSLIhEiBAgAABAgQIlAWihSwFrG3LqF++mmOWcCRAgAABAs8LKAA+b6wHAgQIECBAgACBhgWihSsFq1gSo565Na5ZwpEAAQIECDwnoAD4nK2WCRAgQIAAAQIEGhY4U6hSpDqfyDO+qXXG541dQYAAAQIEogIKgFEp5xEgQIAAAQIECAwjEC1OKUrdT3nUOvfEPEs4EiBAgACBegIKgPUstUSAAAECBAgQINC4QLQYpQhVP5FR+9zzVg7WbWydk693JECAAAECBP4RUAD8x8IrAgQIECBAgACBQQXWhaOjYSoqHenc/+5MLlJvOR9b1+Xv7kelBQIECBAgMLaAAuDY+TU6AgQIECBAgMD0AluFoy0UxaQtlec+i+blKAI5O9LxHQECBAgQ+Efg3/+89IoAAQIECBAgQIDAOALRApMi0jc5z+7RPH0TpV4JECBAgMAYAn4BOEYejYIAAQIECBAgQOC/Bc4UlHIRCt73AmfylqKVu+9zJgICBAgQ6EfALwD7yZVICRAgQIAAAQIECgLRIpLiUQHyg69zTqI5/CBEXRIgQIAAgW4F/AKw29QJnAABAgQIECBAIAtEi0a5yJSvc2xToJRPeWwzb6IiQIAAgXYF/mw3NJERIECAAAECBAgQKAuUikW5BUWjLNH3UR77zp/oCRAgQOAbAX8F+Bt3vRIgQIAAAQIECLwkoGD0EnSlbo4KunJZCVkzBAgQIDCdgALgdCk3YAIECBAgQIDAHAKKRf3l+Urxb32NvPeXdxETIECAwPMC/grw88Z6IECAAAECBAgQeFlAEehl8ArdrQt5yybP5DO1c9TWsl2vCRAgQIDALAL+IyCzZNo4CRAgQIAAAQIECDQqcFSwKxX/7lzbKIewCBAgQIBAdQG/AKxOqkECBAgQIECAAAECBKICTxbwjtqOxuc8AgQIECAwgoAC4AhZNAYCBAgQIECAAAECHQrUKNBFfiFYo58OeYVMgAABAgT+FlAA/JvCCwIECBAgQIAAAQIE3hIoFeVKhb1lnJFzS/0t2/OaAAECBAiMJqAAOFpGjYcAAQIECBAgQIBA5wKRgt56iOma0nWKgGs17wkQIEBgFgH/EZBZMm2cBAgQIECAAAECBBoROCrElYp4kSEctZ+vr9FPbsuRAAECBAi0LuAXgK1nSHwECBAgQIAAAQIEBhI4Ks7VKspF2jmKYyBuQyFAgAABAv8l4BeAJgIBAgQIECBAgAABAq8IHBXdIkW7K0Ee9Znae6rfK7G6hgABAgQIPCWgAPiUrHYJECBAgAABAgQIEPhb4KgQ93QR7qjvHODTMeR+HAkQIECAwBcC/grwF+r6JECAAAECBAgQIDCRwFEB7o3CW6SPoxgnSpWhEiBAgMCgAgqAgybWsAgQIECAAAECBAi0INBKYS0VAUuFwFZibSFvYiBAgACBsQT8FeCx8mk0BAgQIECAAAECBJoRKBXUSgW5pwZSiiv1+1VsT41ZuwQIECAwt4BfAM6df6MnQIAAAQIECBAg8InAlwW2SN+RIuEncDolQIAAAQIXBPwC8AKaSwgQIECAAAECBAgQOBY4KqBFCnDHrdf79ijO1EtLsdYbtZYIECBAYDYBvwCcLePGS4AAAQIECBAgQOBDgdYKaqV4UoGwVCT8kFPXBAgQIEAgJKAAGGJyEgECBAgQIECAAAECUYG9glmp2BZtv/Z5kbj2xlQ7Fu0RIECAAIEnBPwV4CdUtUmAAAECBAgQIEBgMoFSgSxSZGuBbJRxtGApBgIECBBoR0ABsJ1ciIQAAQIECBAgQIBAVwKjFstK40pJ6qWg2dWEEiwBAgQIPCbgrwA/RqthAgQIECBAgAABAmMKpAJZpEjW6+gjxb2Rx99r3sRNgAABAvsCfgG4b+MbAgQIECBAgAABAgT+W+BOwStSUGsVujTunsfWqrm4CBAgQKC+gAJgfVMtEiBAgAABAgQIEBhGoFQAiw6050JZxKDn8UVz6DwCBAgQ6FdAAbDf3ImcAAECBAgQIECAwCMCkYLXVsepCFa6ttdCWWlcyaPXsW3l0mcECBAgMJaAAuBY+TQaAgQIECBAgAABApcFIkWurcaXha9IG8vzt9pr+bPS+HoeW8vuYiNAgACBewIKgPf8XE2AAAECBAgQIECge4FSUWtvgHvFrmh7e9fv9dfK50fj63VMrdiKgwABAgSeEVAAfMZVqwQIECBAgAABAgSaFjgqYh0FfqbAFe3jTJtHsb353d7YehzLm276IkCAAIFvBBQAv3HXKwECBAgQIECAAIFPBPYKV6Vgrha2ov1dbb8U99Pfr8fX6ziedtI+AQIECHwroAD4rb/eCRAgQIAAAQIECDwusC5SRTusWcyKxlCzz+g4nUeAAAECBEYXUAAcPcPGR4AAAQIECBAgMK1AtOi2BnqqCBeN56n+1+P0ngABAgQIzCKgADhLpo2TAAECBAgQIEBgCoFokW2N8WbRLRrjmzGtPbwnQIAAAQIjCSgAjpRNYyFAgAABAgQIEJhWIFpUWwN9WWSLxvxljGsv7wkQIECAQI8CCoA9Zk3MBAgQIECAAAECBP4SiBbQ1lgtFdSiY2gp5rWn9wQIECBAoHUBBcDWMyQ+AgQIECBAgAABAiuBaNFsddkfLRfRomNqeQxrb+8JECBAgEArAgqArWRCHAQIECBAgAABAgQKAtEi2bqZXopm0fH1Mp51HrwnQIAAAQJfCSgAfiWvXwIECBAgQIAAAQIBgWhRbN1Uz0Wy6Jh7HuM6X94TIECAAIEnBRQAn9TVNgECBAgQIECAAIEbAtFC2LKLkYpi0fGPNOZlLr0mQIAAAQK1BBQAa0lqhwABAgQIECBAgEBlAQWw+H/oRBGw8uTTHAECBAgMJaAAOFQ6DYYAAQIECBAgQGAkgVIBcKaiV8ki530mkzxmRwIECBAgUBJQACwJ+Z4AAQIECBAgQIDAQwJbRa1lAav0/UNhNdvslsdWsEvDre99RoAAAQIEZhNQAJwt48ZLgAABAgQIECDQhMBeMWtdvIqe18SgXgpiz2Td/dpy/b33BAgQIEBgFgEFwFkybZwECBAgQIAAAQJNCJSKV1tFq71rts5tYpAvBbHnsux+dqOlhdcECBAgMK/An/MO3cgJECBAgAABAgQIvCeQilWRgtWZiJ5o80z/X5+ruPd1BvRPgAABAr0IKAD2kilxEiBAgAABAgQIdCsQLfxdLWhF2+8W8CDwZHbV7aBZXxEgQIAAgaEE/BXgodJpMAQIECBAgAABAi0JRAtzkQJWzbZaMqoZy5ZRxLZmDNoiQIAAAQItCigAtpgVMREgQIAAAQIECHQtsFWI2hvQmQJVtN0zbe7F5XMCBAgQIEBgHAEFwHFyaSQECBAgQIAAAQINCLxRpHujjwYohUCAAAECBAhUElAArASpGQIECBAgQIAAgbkFvijKRfr0a8C556XREyBAgACBJKAAaB4QIECAAAECBAgQuCEQKcLl5p8oxkX7f6LvPC5HAgQIECBAoG0BBcC28yM6AgQIECBAgACBhgVaKr61FEvDKRMaAQIECBCYUkABcMq0GzQBAgQIECBAgMAdgVaLba3GdcfatQQIECBAgMB9AQXA+4ZaIECAAAECBAgQmEQgWmBLHF/+ldtInF/GN8l0MUwCBAgQINCMwJ/NRCIQAgQIECBAgAABAg0LRIpqKfxUWPu6uPZ1/w2nUWgECBAgQGBKgX9POWqDJkCAAAECBAgQIBAUOFP4Czb5ymm5CBiN/5WgdEKAAAECBAh8IuAXgJ+w65QAAQIECBAgQKAHgWjxLBfbWhxTy7G16CUmAgQIECAwooBfAI6YVWMiQIAAAQIECBB4RaCX4lovcb6SNJ0QIECAAIEJBRQAJ0y6IRMgQIAAAQIECNwTUFC75+dqAgQIECBA4F0BfwX4XW+9ESBAgAABAgQIdC6g+Nd5AoVPgAABAgQmFPjXf/76Z8JxGzIBAgQIECBAgAABAgQIECBAgACBKQT8AnCKNBskAQIECBAgQIAAAQIECBAgQIDArAIKgLNm3rgJECBAgAABAgQIECBAgAABAgSmEFAAnCLNBkmAAAECBAgQIECAAAECBAgQIDCrgALgrJk3bgIECBAgQIAAAQIECBAgQIAAgSkEFACnSLNBEiBAgAABAgQIECBAgAABAgQIzCqgADhr5o2bAAECBAgQIECAAAECBAgQIEBgCgEFwCnSbJAECBAgQIAAAQIECBAgQIAAAQKzCigAzpp54yZAgAABAgQIECBAgAABAgQIEJhCQAFwijQbJAECBAgQIECAAAECBAgQIECAwKwCCoCzZt64CRAgQIAAAQIECBAgQIAAAQIEphBQAJwizQZJgAABAgQIECBAgAABAgQIECAwq4AC4KyZN24CBAgQIECAAAECBAgQIECAAIEpBBQAp0izQRIgQIAAAQIECBAgQIAAAQIECMwqoAA4a+aNmwABAgQIECBAgAABAgQIECBAYAqB/w9odJzMuwkTHAAAAABJRU5ErkJggg==\n",
      "text/plain": "<IPython.core.display.Image object>"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "from IPython.display import Image\n",
    "Image(filename='1.3.Decision_Tree_with_number.png')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "data": {
      "image/png": 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4UsByU7YkdsKN25IHbfYSYH3uVY+e0fSqbc+YcmOVxPzSd2LOZaRFbu5cTWvPr5q3Nt5T+pW6jlxbKTM3ZypOOT4yLpkjFd/s45LrbnHNdmC+uIBlXcgaio+wz1E2APepBZEggAACCFQIWG7KuWFPuWnn8uB8H4FwTbWsj3Csmghb5q+Zjz42gR61tc3Ur5U15pfWnNXEb9fLxx9Tq3Kv+fw5rHNLnzCG0v4yzu2vJS6h6WwbmT8VszsubXrGlprPzTFivp6xM9Z7Atp6dRqnrVk2AN9bw2SMAAIIXCOQuynnEj3tpp3Lh/PtArE1FR6zrJuwT01klnm0ccMYWsfT5nrpXOh6Qu4lMa9cJzPjLJkrrLHr2+rUMn8YT+ln69ytOZbGdXJ7q6nL8SRXyWtGzDPmOHmNvRC7rDdrrqPXjBbP6LmtBqXt+LcAl4rRHgEEEEBgqYB2M7YEduoN25IbbdoFWtdXewR1Pw6tcbP+6ytkNXYzOOdY+9n+sRhSArNj8+MoidPvVxtz7Xz+3O79jPlr5whjdZ+teefmTI2T6xeL6fRjKYtYXjv7WPNozUGbp3XsmHnJsVRsq+MqyeHEtil3ay4j6pOLacSc1nxb2/EXgK2C9EcAAQQQGC6QuxHnAjj5Rp3LjfP3CbSu9/tE1mZUUo+dvmusca+O2Rpnr1XQcz43VqlfyfylY2tGlnkt86XGsfTV4jvtXMohlscJNi5GS07SpiYn6bujkRZbLF6OtQns7J2LrWbtt2n17c0GYF9PRkMAAQQQ6CCQu/lapjj9Bm3J8cY2pbXvXWc3XmkMN9aBnOx/LeWseq/DFn/r+t0hZmusLR5+39x8MZNcH3c+1s+fV97nxpJ2vV8t8+ZysIzRO+4dxytxyJnulp/Ea8lR2kifXC7SPtbOOkasb+sxLa7Wsen/VWBnb0tsK9fqV826I/wjwHVu9EIAAQQQGCRguQGnpr7hxpzK7aTjqRrG6pNqW5tvbI7asVy/3vG1xNLat7dNazw79y+pe8o1NkaqbS+L2JyxsUfHEZvTP2aN0+8Te1+ShzandZyWMbS+rbnF+sux3LyW3HuMIfGc+poz8POymPrtd3zfM19trFVWWkx+PVbF58dw+nurdW2ePWpkibHHPLU59uzHXwD21GQsBBBAAIElArfclJfgdZ5Ue4hy51yttDat4cgcJeOE8fjryX/vxgzblsyzom0Y/4oYTpqzpL472Vrj3iHmXKypGHP9tHWm9U3NFxvPtU2N5Y6nxkr1ic3ReqxkrlS8EoNlrNwYMtaprxYDye0mC8nFkr9rI+3FQl61/qk+0rf3qxZLbK7Z8cViOPlYqbefa8y+ZTx/bP+9dcxYPP44J71nA/CkahErAggggEBUwL+B33STjiZrPOibuC4zXMI5Y6Fa2sT6jToWiyd2bNT8vcedUefeMe8ynrXuuxmfGnes7rNta+ZzfazmLseStmJSE1fpXKk5SuJNjSF5nPyKw+/qSY1LPKTuWh8ZV9qOeNXmz803I75cDKeer3XXzFNjan1yfqkx/X4t4/vj7PSeDcCdqkEsCCCAAALNAtoN/cYbeQwsZuAf6+3gjx2Lh2NzNmBxrhOwrt/e101dtJ97WWLfKW4tXi1Ord9nka+fUn21+b6O8vmI65sa93PL8k8tcVln8+eozcMfwzrvCe1KPG41iNVJcrX6aO1krNg8rce0eS1jj4xNm7827lXxxnKpycESf824sfjkmHU8S2wy5kmvbACeVC1iRQABBB4QcDdc6825lEPGvfWmbvXo6SBjWee2trPUaNTc1hhz7Sw55Mbg/FgByxrasY6nxh2rpuZryTM2phxr7S/jWF/dfJLPirlL4rS2DdtJfuHx0z+X1OtWA0sNJXffS45Jf/+cHJPXsK0cb33V5rSMPSqu3NytcUv/VfG7/CSGXK7+eWu82tjWMfx5tfGkXc240veEVzYAT6gSMSKAAAKPCbibr+UmXcvij33CjX5UvC3j+n1r6+D3K61Dr/l7r7XSPHwD3s8TsK6fHetpiX3HuEurm8szl6PWP9e3NNawvTZ32Nb/nIvLHzfX1h+3x/vZ8/WI2TKGb5prf6tBLu/Y+ZSF5pnqExvfekybzzLGiJhy87bGHBvfjTk7l9I8SuPTxu85lu9ZOq7f95T3bACeUiniRAABBB4R0G74jsC/OefaWsjCMfzxLf1Htwnjc59zMbrzYb9cnH773Ph+29y42vncPLG+ublrxpQ+ubFj8bhj0j91nuN7CVjqvGtNT47dugpG59irtm6cWKyxY37uqX5+m/B9bEx3THKJnQ/HqP0sc9T237VfidmtBr1ro5n2NNTmseTUMxbLfNKmNW4ZZ4fXklxqvLXxS8fTxhLL0jGl34mvbACeWDViRgABBC4VyN2kwxu0/znX10oWjuPPYR2jV7swlpJxJe6aMfw+Mo7M7Z+TY+Gr1ic8F/ZNfa6ZNzVW6ngY24w5U7FwvL+ApZ5u1nAd9I+kfERL7Kvi9mPLxeDOa+39cyml3ByuX2ocS9/UvD2Oh/n7Y8ZiS+Xh97O08dtb3sdisfQ7oU2J180OvWulubY6amNb8mid3zKH1qY1fm3sFecs+cTMLf1y+cTGTfWxzlcyZmquk46zAXhStYgVAQQQuFggd6PO3aC187mxNdawrzaPNk7puXDe0v7S3o+3Zkzp48aR9zJ2+OrP5Z9LHffbxN7n5ov16XXMMndtXr1iZBy7wKn1tMTtFFatxTA+9zkXS+p8OFasuqm+sba7HSuJ3WLRM7+S2HrOO3OsEtMXPHraa7Yllto4pfGWzFs6dkn7kpxKYi4ZNxevP1ZJDLFxU/39OWL9rMd6jePmk1hjY8o5a1wntWMD8KRqESsCCCBwqUDs5uun2nojlv65efw5U+/DMWTsVPua4+Ec/hgt8/l9tTn8+eS91t4fV9q3vGpzpcbtGUNu/p5zST7+nCPGl3lee/Vdtdx3M7fG7XJaFXtJjJq9ZZweOfYYQ8sjdc6fN5WrpU04vutjGS/s99rnlFHMwa9D7DzHvgpovjFPrf3X0cuPxOYsH+VrDz9u6xx+n68jfhyxjvfRo9+7MEb3uSaemj79sqgbKczdH6XWwR9j1/dsAO5aGeJCAAEEHhHQbsCOoOdDRThWbm5LCcIxwjksY6xo48cZ5lASjz9OST+/7er5S2Lpka8/n3sf5u8+j5gnnPf2z6FrLN/dnC0xSx4rYy+JU+INX61jlOZpHTeMp/SzZR5L7NLGMp6LUdqXxntC+5hBbb6xsVIGtXOkxnvleM44d76n06gaxnJwx3LzxfqF+ebGCNvLZ8vY0pZXBEIBNgBDET4jgAACCEwTyD3E1D4cWRMIx8/FYxk3HCOcIzZG2CfWxh2zjJXqu8txa65avKMccrGNmDc3p+bAubSAxXVEPdMR5c9YYnaj7Ba3n5klNmueO+eay8HiIG65saSddUxrOxl35asld9emJCfLmJJzybjS59XXEtcZRjNqNyrnlthHxVRSMxe/H4cln7BPyXy07SvABmBfT0ZDAAEEEDAK+A8PYRfLw0TYp8fncF4tRut8MkY4tvSX8/I59Zrqn2pvOW6d243l5i9pH87f0lfGGmEgY2uvI+bt4aHF/Oo5q+uImraYW+LeJWZLrDGLkn69c+01niWHXnP5hiPG9Mef8d5i1xJHyfg3eLZYWfuWmFrHrG03u2Yjc8+Nnco116/UtmW8VIxaDNKnZV5tfM7ZBNgAtDnRCgEEEEBgkoA8IEyaTp0mjKXloSXsG46tBVLSVhtHzoWxyPHUqzZ/6VipObTj2vxav5JzM/KQeHJzzchXYrnpNefqct3RNhf3jjHH1k0qzlx+/lipMfw2q95b8hgRf+mYLs7SPr1NLVa95iyZa7VLr5xnjFPi2jue1XXK5T46Pjd/OMesmMJ5e9c2l4ebzxKDZZzYWLX9ejusHI8NwJX6zI0AAgg8KKDdfC03/ZVkYXxaLrk4W/rmxo6dr5kvzDc27shjs+bXbHrGoM0jjj3nkzFvf7W4OoMdbbXYd4xXW0taLlq/XWvjx2zJrXe9WsYL420Zy3cI34fzhOd7fE7FXjp3apweMTJGucCu9citq9lx7xZPeaV/98jlIePmfK3juPFiY8WOydwlY0ufE1/ZADyxasSMAAIIHCpw2801fJAYlV9q3HD+2LJI9Y21lWOWcaVtr9cVc+Zi7xmTpQ4958vldsv5k1212F9ZC7vnqdVIrqGeOZSO5dpbYrS0kXx2eNUcSnPRxtoh11djiNVxZa1i8YS1KYnPtbWMGc4hny19S+KRceXVMr60bX21zGXJxTKOi9UyVphTOLb7XDNOOO6On9kA3LEqxIQAAgg8KHDDjdbPIXyYGFHS3nP48cfided7zZmbKzb/iGOpfHrFlxo/zKXXfOG4t34+2TUX+wtrYfccczWS66pXHr3GkbhOei3J3VoXl3/JuCd5zYrV+ZV494jLn29m/fx5U3nUxDPSsCaeVG6jjltc3dyWXCxjWcYZletJ47IBeFK1iBUBBBBA4BgB/0HE8uDiEpM+1vY9MGRO61iufUt8pfNZ49qtndXoFY+e9bHY7uqai33XuP36uRhzefjt/fe751eSV00uMbuacULTkrj9vive1+Rbkl/N+CscmFMX0Gres8baPBJhy3zWvpY4esQjY8RerbHG+vrHrLlY58uNZx3Hj/Hl92wAvlx9ckcAAQQ2Ebj95h3mF3uY8du497E2Pcvlz1c6bkvf0rlGtk8Zt+SXGjOWR8s8sfFeOGbxPdX1pLglVks93LqU9ruuUWseEn9LPi19Zf7wVcYszSMcp+dniallzJJ8eszXEuttfXP2mneub6uVP74WR24ef5xY25axY+OFx3Lzh+1HxxPOV/q5JB9LLpbxLONoeVjm0PqfeO77L7SfJwZOzAgggAAC5wnEbrTchvQ6xsz0HvpZvD98Yra1PrGxPmb6/K52js+jvPcpZ7ybay5ev4K7xe7Hdtr7EvfS3E6r00gLsRtlYo191PyS34uvOfsa89yYrc65mPz5XVv/c2zu3HixPtZjubnDcXrHkpq/dp7UeGEe7rN1DsuY1rFicbhj2hytY6fm3OE4fwG4QxWIAQEEEHhEwN1Q/RvuzTfYXiWNGfmG1nli41j70i4tUFILapB21M5YjE+2PTl2rW43nTu1RifGbbne3do6MbcTromcf6271i83p8VNxgjnkeP+GLFj/vlwDP9cy/vcvOHYo+II53Gfa+YalY9l3Jp4JW/L+NL2xlc2AG+sKjkhgAACGwu03LQ3TmtqaBhO5f40Wc2DI/X6RFj0weJ9su/JsRcV8tDG1Gde4SzXukRDXUSi7tW39i3947GR/bax87XHwnFzcWjztPR144axaHNZztXE0zsGS5zWNqPzyY3fapMb3zm0zmG1XNWODcBV8syLAAIIIIAAAtsJWB4OS4K+/UGyxKK0raUWp/qeGndpDVe0d7aWtZOKjdqkZMYdt9aL2rTXILR2ny3XzEz71Fxh7O0an0dIzfu5Vf5TbZy95tcirImtpo+LoTSf3Dyl4/kOubGlbcscMsbur2wA7l4h4kMAAQQQQACB4wReeIjsURT/oVzM/GOpOaRt6vzOx0+OfWdXPzYxtqwl6Sd95DOv4wWs9aE2Y2uh1WEnez8WLeYaLX/s0v6tsbTMXRqrtX1LTjX55OYbMaZvUTO+3/+k9/xLQE6qFrEigAACCCCAQDeB3ANnzUQvPUTW+Ph9av1PMg5zPCl2v1YnvMf6hCr9jjGslRY514ymU3auxN2NfIq9NS/Jx9q+TLe8tcRT3rO+Ryx3P47Yeets/jjWPtJOm7d0XG0smc9/LR3f73vie/4C8MSqETMCCCCAAAIIbCPw2sPjSvjTrE+Ld2VtW+aO/eDzj1GHFt2+ff26aCNTM01n/LmT/CVW69oar6fPIPHqreaerbXrkUtq7tKxU+NokqVzaGOdco4NwFMqRZwIIIAAAggg0FXAPfjxwNiVdNhgLz6kpzBr1mxqrFeOixnraF3FpQa5CKhRTmj8+VNr4Mcdrjf/3HjBrzOsnt9FFJpIlKnjcj722iufmrnDeGrG6BV/GMsJn9kAPKFKxIgAAggggAACQwRefggcAjpg0BtrVPODZQDtc0M69xvX086FLFnr1GZ9JW+pgZaHO1eyLmurosVQO+bKfr3z0WqQm0vrqxnlxtX63nKODcBbKkkeCCCAAAIIIIDARQI7PqjX/ui4qCykgoBZwHq97Hitm5O8qOFLdZBcrWs0V2YZL9futPMr8orN2VKn2Hin1aFnvGwA9tRkLAQQQAABBBBAAIFmAXlgb3nobw6CARBAoErAet3KdV41CZ26Crxai1fz1hbPDJPUd0Q4d6qdFr87F46Ta//SeTYAX6o2uSKAAAIIIIDAlgK1D7lbJtMhKDw6IDIEAgsErNcuP9AXFCcxJbVIwFx22NVZuz5XrwN/fi1OrSz+GFq7l8+xAfhy9ckdAQQQQACBhwRqHygfIiLVgwT4ofO5WJbrG7PPZj0/WfzdfNSgp3r7WNSj3fCkEXaut/U7JOa9c16xeFceYwNwpT5zI4AAAggg8KhAy4Peo2SkfZkAP1j6FhTPvp4lo1m+z6lPieiYtq4Gfq2oyRhnRp0nwBout2YDsNyMHggggAACCFwn4P8ouC45EkKgowA/ODpiMtTxApZ7B9fMPmWmFvvUgkjKBVi/5WZhDzYAQxE+I4AAAgggMFnA8gNqckhMh8BWAjz0b1UOgkHg01+SaRxcu5oO5xBAICfAd0hOqOw8G4BlXrRGAAEEEDhAgA21A4pEiF8EeMj9QsIBBBDYUMByj+X7bMPCERICmwi474fc9wjfIWOKxQbgGFdGRQABBBDoLJB7UOg8HcNdLMBD5cXFJTUEEBgmYL0P8x07rAQMjMA1AnxPrCklG4Br3JkVAQQQQKBAwPqjo2BImm4iwAPgJoUgDAQQQEARsNyH+T5XADmFAAIIbCDABuAGRSAEBBBAAAEEdhHgB9wulSAOBBBAYK6Av8kn9wL/mBaNtNfacA4BBBBAYK0AG4Br/ZkdAQQQQACBvwX48cRCQAABBBBYJRBu9IWfU3Fx70rJcBwBBBDYT4ANwP1qQkQIIIAAAoGA+4Fh/TEiXflRIhK8IoAAAggg0F+A+2x/U0ZEAAEERgqwAThSl7ERQAABBLoJ8EOjGyUDIYAAAggg8EeA/4HtDwVvEEAAgasFflydHckhgAACCCCAAAIIIIAAAgh0EeB/jOvCyCAIIIDAEgE2AJewMykCCCCAAAIIIIAAAgggcI4Am3/n1IpIEUAAgZgA/whwTIVjCCCAAAIIIIAAAggggAAC39j4YxEggAACdwjwF4B31JEsEEAAAQQQQAABBBBAAIGuAmz+deVkMAQQQGCpABuAS/mZHAEEEEAAAQQQQAABBBDYT4DNv/1qQkQIIIBAiwAbgC169EUAAQQQQAABBBBAAAEEDhaIbfTFjh2cIqEjgAACCPwS4P8DkGWAAAIIIIAAAggggAACCDwswIbfw8UndQQQeEaAvwB8ptQkigACCCCAAAIIIIAAAggggAACCCDwogAbgC9WnZwRQAABBBBAAAEEEEAAAQQQQAABBJ4RYAPwmVKTKAIIIIAAAggggAACCCCAAAIIIIDAiwJsAL5YdXJGAAEEEEAAAQQQQAABBBBAAAEEEHhGgA3AZ0pNoggggAACCCCAAAIIIIAAAggggAACLwqwAfhi1ckZAQQQQAABBBBAAAEEEEAAAQQQQOAZATYAnyk1iSKAAAIIIIAAAggggAACCCCAAAIIvCjABuCLVSdnBBBAAAEEEEAAAQQQQAABBBBAAIFnBP56JlMSRQABBCYLfP/+/c+MP3/+/POeNwgggAACCCCAAAIIIIAAAgjMFOAvAGdqMxcCCDwh4Db+/M0/l3T4+QkIkkQAAQQQQAABBBBAAAEEENhCgL8A3KIMBIEAAjcIsMl3QxXJAQEEXhPwv7v5a+3Xqk++CCCAAAIIvCPAXwC+U2syRQCBgQL+D8iB0zA0AggggEBHgfC7O/zccSqGQgABBBBAAAEElgrwF4BL+ZkcAQROF7D+WOSvSk6vNPEjgAACCCCAAAIIIIAAAucKsAF4bu2IHAEEFguw+be4AEyPAAIIIBAVsN6fpDP/I5VI8IoAAggggMC9AvwjwPfWlswQQGCggOXHlftBxY+qgUVgaAQQQKBBwPI93jD8sq41edX0WZYgEyOAAAIIIIBAlQB/AVjFRicEEHhZwPJDiY2/l1cIuSOAwM4Clu/wneMnNgQQQAABBBBAoEaADcAaNfoggMCzArkfjmz8Pbs0SBwBBA4QuPE7PJfTAWUhRAQQQAABBBCYIMAG4ARkpkAAgTsEtB9ZbPzdUWOyQACBOwW072/JePfvcUsOkkvp6+65l+ZDewQQQAABBBD4KsAG4FcTjiCAAAJFAvxwKuKiMQIIIDBVwLJxttv3uCXmXoi75d4rL8ZBAAEEEEAAgc8CbAB+9uATAgggEBVI/Rjjh1OUi4MIIIDAcoHU93YY2KrvcWt8Ybw9Pq/KuUfsjIEAAggggAACdQJsANa50QsBBB4SWPkj7SFmUkUAAQS6CFi/s0dvglnj6JK0MsjoPJWpOYUAAggggAACGwmwAbhRMQgFAQTOEuBH1Vn1IloEELhboGTDrcf3d8l8o+V75DM6RsZHAAEEEEAAgbUCbACu9Wd2BBDYXCD1A48fW5sXjvAQQOAZgdT3dAyg5Lu7ZNzYXCOOlcQ/Yn7GRAABBBBAAIFzBY7fABz1cMYD1rmLmsgRQAABBBBA4H6BmmfAmj6rJHkWXSXPvAgggAACCNwpcPQG4MiHODc2D153LnqyQsAqkPqO4bvBKkg7BM4RSF3v52SgR3rT99ZttbqpNvoq5CwCCCCAAAIIrBQ4egNwJRxzI4DAmwL8UHuz7mS9j8Btmz+zZEO3077LwvhnubXOc5pza770RwABBBBAAIF9BdgA3Lc2RIYAAgsFTv2xuZCMqRH4W4Br54yFUFKnlZtYJXGukF9psyJf5kQAAQQQQACBcwW+/3pw+Xlu+N++jXowPJzl5JISOwLLBVLfK3wvLC8NAQwQSK33AVMx5OUCPb8ja9alm7+mX64sPfPKzcV5BBBAAAEEEEBglMDxG4ACY3ng4wFOtHhFAIGUgPZdwndISi19POUZ/lDHNm3ozqQc9V6cRWAvAet1XrreY+P6Y8TO7yVDNAgggAACCCCAwHiBazYAHZX/sJei4yEwJcNxBBBwAqnvEb47bOsj5Wfp/apxi5nFlTZ2gRvX4M7rK+W9S8yp+OwripYIIIAAAggggMA+AldtADpWy0MjD3T7LEAiQWAnAe37g++NfKU0v3zvb0f/m9dbc7f40OZDgOvxw6Lm3Y7r1a/pjvE5Zz/GGnf6IIAAAggggAACKwWu+5eAyMOZ9vDozkm7lfjMjQACZwjwfTG/Ttp3+PxomLFGgOumRm1On5LazLoWZZ6S2OZofczC8+OHBe8QQAABBBBA4DyB6zYApQTuAVIeJuWY/8pDnK/BewQQSH1f7Pxj9NaqpWpxa7675MVa36USe8VhXRe9rlt5Pus13l6aRIMAAggggAACCKwTuHYD0JHmNgHXsTMzAgicIGD94XtCLjNi1L5zQ0t+3JdXJDQsH4EeCIwTyK3PkmteNgH9aEv6+/14jwACCCCAAAIIIPBb4OoNQJei9oOURTBPwH9wz/1ImBcVMyHwW8Bfn5i0CXB91/thV29Hz/0FwvVd+r0b9h+ZcSq2mTGMzI+xEUAAAQQQQOBNges3AF1Z3QNb6mHuzbLPzTq0d595iJ5bA2ZLC4TrU1qyRkWCV6sAa8YqRTsEPv6FGqnv4JVGXMsr9ZkbAQQQQAABBEYJPLEBOAqPcRFAAAEE+gu4H9/+pgA/xvsbMyICuwiE1/sucREHAggggAACCCBwmwAbgLdVlHwQQMAs4G8y+Z3YcPI11rynBmvcmRUBBBBAAAEEEEAAAQTuFPhxZ1pkhQACCCCAAAIIIIAAAggggAACCCCAAAJOgL8AZB0MFUj9hdXQSRl8qEBY01P/UivMQ9BOzUfi5xUBBBBAAAEEEEAAAQQQQACBUIC/AAxF+DxcgA2W4cRDJnAbZrFNs9ixIQEwKAIIIIAAAggggAACCCCAAAIIVAnwF4BVbHRC4B2BGRt8qTlGbRbPnu+d1UKmCCCAAAIIIIAAAggggAACOwo8sQGY+rG/Y0GICYGdBEZfO7nx3flRm4A7Od8cS1hj6nlztckNAQQQQAABBBBAAAEEdhV49h8B5kfo+CUZ/vAfPyMz9BQYXT/r+NZ21txT4/GdYBW0t4tZx47ZR6QlAggggAACCCCAAAIIIIBAjcATfwFYA0OfNwRKNiNe2iAqcalZKSPH98d+qWY1daAPAggggAACCCCAAAIIIIDAGwLP/gXgG+XdL8tdNmTcJpG/UWSRKm1vGXPHNlqePeqnjd/qEY4dfk6N3yOv1NgcRwABBBBAAAEEEEAAAQQQQGC1AH8BuLoCl85v3XgJ0/f7jdqU8ecI5899dn1HxZWbWzvv52SJz2/vxpU+4XF/TmnjHyt9bxlfa6PNZ+lnaaPNwbk+AtShjyOjIIAAAggggAACCCCAAAJWges3APmhaV0K69uFtXKfe2w6+ZmFc/jnTnwfyyfnluqj5d+jDrF5Zc6W8bVxZXzttWVubVzOIYAAAggggAACCCCAAAIIILCLwPUbgLtAE8fHX5mJRevGjYxjfZ09nzWu2naz8umxQabF6o+vtYs5lbQvaRubi2PlAq62uJe70QOBlwT4jnip2uSKAAIIIIAAAisFntwA9DccVuLfOnfqYT51fIZDbu7Umsj1mxF7OMfMmFIuYUy1n2vH72VQO39tvi/2c8a96vWiHzkj8KIA380vVp2cEUAAAQQQQGC0wJMbgKNRTx5/px/qvX4AaDn1mmNWzbVcJIZcTu58j3Fkvtxraq4wztZ2WhypsbU+nOsnILWmDv1MGQkBBBBAAAEEEEAAAQQQKBFgA7BE6/K2O/04lw2DVnItp15zuBi1ecIcaua1jm8ZOzeWZYwwpxmfc3HPiIE52gTc2tLq6M7tuv7aMqc3AggggAACCCCAAAIIILBWgA3Atf5DZg9/YJ/0g7pnrKGDj22ZR+vvj2VtJ31ce8v8rr117B7jWceQPCyvqfitc0m71Dh+DK5trF3smOsnY/tj8H68QKpOMrPUi/qICK8I3Csg1/u9GZIZAggggAACCCCwjwAbgJvUwn8Ibvnh648jqcmxlnFlrN6vo2KSnGPx5uZs6RubL3bMzaHFocUQjqeN47ctGdPvt/q9JW6rwepcmP+3gKtXrq7uPHVlxSDwngDX/Xs1J2MEEEAAAQQQmCPABuAcZ3WW8IdwzQ/fcIzYhLlxLT/KY+Pmju30MK/FYjHM5VpyPlaPkhi0XMI4SsYN+/b+nIrbHQ/jDD+HsaTGCtuFn2v7hePweayAqz+1GmvM6AgggAACCCCAAAIIIPCGABuAB9c5tzkSSy33g7rlx3YsnpbxYvH7x1LzxY67fqlYUu39ubT+blzrGOGYrp/EZR1D2odjpT5bx031rz1eM6/kZukrbWvjo99aAVc/S52lDfVeWy9mR6BFQK5jN4Zcy/4xf2x3XNr4x3mPAAIIIIAAAggg0CZw9QZg6uGyjWxt7x453fBwnXJIHY9VraRt7seIO++PF2vvn/fjSR3327j3sTHDNuHnkWOHc/X6bIk5ZRHWoVdMjDNGIKyjVnvtXEl04ZwlfWmLAALlAuG1G36Ojei34ZqNCXEMAQQQQAABBBAoF7h6A7CcY58e7uE3fOj1H4gtkbr+qT6x8S1jntwmZZHLKaxDqn2unVaP1JhyPDe2tNv9VcvDUh+tv+Tut4mN6Z+XPrzuIeBqE6tZz+jc+KyBnqKMhcBYAflO4Lod68zoCCCAAAIIIHC/wHMbgKc+QMoDsGVJ+jm69yV9LeOvbDMzF99xVc4tMVitWuZIuVjnlv6W9iPilPlbXv3Yd42xJb/ZfZ2hbzp7fuZDAIE9Bdz3At+xe9aGqBBAAAEEEEDgDIHnNgB3LEvuB6/1x3DqwTg3fg8Ta4y1c40e348r5ei3Gf1+Vgyz5tG8LLXdIc5YDmHs7vOuscbi3/WYMwxtd42VuBB4TYBr87WKky8CCCCAAAII3CLABuDGlbQ8ZL+w2WBx6FHG0ZaWPEbH0MOpdoxYbjmTWJ/a+el3loCrfW591GTEmqpRo89tAiOurduMyAcBBBBAAAEEELhNgA3AQyt6wo/YHjFafqT481jahyX3+4fnen3OxTUjhjCXFXP6Mexo4sfH+/UCq9foegEiQCAukPv+jPfiKAIIIIAAAggggMDLAmwAHlj9V34U537gWB2s7UYthV559IxvpUnOw+W5Mr6ezoyFAAII1ApYvitrxz6xH/eFE6tGzAgggAACCCCwkwAbgDtVwxDLKw/AuR8+qxz8uCwx+O0N5Z3SxBL3iEAsFqtiq8nXkk/NuPRBAIGzBPguKK/XSd/15dnRAwEEEEAAAQQQ2FOADcA96xKN6oUH5twPqVUGsbjcsdZ4WvtHF4pysMd8bgzfo8eYLuRe4yjpdznl595lQAZBAIEqAa7FKrYunU75vu6SLIMggAACCCCAAAKXCFy7AXjSD4NcrKMetN28o8YuvT5yBm68FbFa4irNVdqPzseN78ffc76eY62qrdTB8uo7au17u2hzcS4uYK1VvHf+6E01Hm2V16TFSoGb1vJKR+ZGAAEEEEAAAQROEbh2AzBWgB0fdnM/wHrF7MaJzSXHes3ju8vY7lg4vn/O75N6H/ZPtYsdd3NZ+5fGFZvPcswaj2Usrc2sebQYcudmxziqxrPzyLm+eH5UbX3LGXP48/EegZQA3zkpGY4jgAACCCCAAAIIxASe2gCMAaw8lvshOfPh3sUycr5crlodesTVMn8qNktcrk04t6Vfas5TjsfyDmOf4WCJI4yr5vOMXGriog8CCJwvwPfL+TUkAwQQQAABBBBAYAcBNgB3qAIxJAV2/eFTEldJ2yTEgSdeyfuVPA9cgoSMwDQB6/dA+D8I5QK0jpsbh/MIIIAAAggggAACCHz/9XD580aG2EP2TqnG4vPrMCLW0XPmxvfzy71vyb9nHGGcLXGFY/F5nsCINcFamFe/kplG1LpkftrOFTj9OrSu19PznLsqmA0BBBBAAAEEEEAgJnDVBmDuQXqnB+hVsabm7WmTmiO2AP1jO8TgxyPve8YlY/K6RqB2bUq0rAWRePO1df3sqjZyXcfMRs63q3EurphTrA92MRWOIYAAAggggAACCFgErtkAtDw87/TgrMU7Os5w7tnzycIcPa+bJ8xV5s69zogtFwPnEUAAgZMFUt+/fL+mq5oyC3tgGIrwGQEEEEAAAQQQQCAnwP8HYE5o8vkZD/Uz5vDZZs+3y9x+HLxHAAEEEEAgJ+Dul5ZNQNdm5b01lwfnEUAAAQQQQAABBPYT4C8AF9Uk9YDPA/2igjAtAggggIAq8N//8u/q+ZKTf/3Pf5Q0f65t6hkhhOCZIRThMwIIIIAAAggggEBK4JoNQJdg7oF5twflMN7d4kstGo4jgAACCNwt0HOzr0Xq9Y3C8DkhZsmzQ0yFYwgggAACCCCAAAKhwFUbgC457WGZh+Sw/HxGAAEEEHhdYJfNPmsdXtwU1J5txI1nHJHgFQEEEEAAAQQQQCAmcN0GoEsy9aBseTiO9bX0i+FyDAEEEEAAgd0ETtvwS/mxEfhVhueVryYcQQABBBBAAAEEEPgtcOUGoBTX38yzPBT77WUM/9Uyht+e9wgggAACCOwicMvGn+/JJqCv8fGe55UPC94hgAACCCCAAAII/Ba4egOwtMi5DUA3Hg/Vpaq0RwABBBCYJTBjky/cdMvdO/375oj4wnhmWa+cJ2cusfn2coxXBBBAAAEEEEAAgTcF2AD06s4DtYfBWwQQQACBbQVGbKTFks1truXum7UbUKX55eKM5Xb6sZy9n19tHfwxeI8AAggggAACCCBwtsBfZ4dfH33Jg3P9LPREAAEEEECgj0DppljprCWbaJZ7aMumUxjL6NxLrXZoL76WWrg20n6H2IkBAQQQQAABBBBAYL7AtX8BaHkgruXmIbpWjn4IIIAAAlaBkZte4QabNSbXznJ/HXWf1ExacirJf9e2K+uyqwlxIYAAAggggAACCHwIXLMBaHnw/Ui7/t2oHzX1EdETAQQQQOAWAW2Dq0eOrZtklnvt6PukZtSaXw/j1WPsUKPVBsyPAAIIIIAAAggg8FXgmA1AywPt1/T6Hhn9o6ZvtIyGAAIIILC7gLaZ1RL7iI2w3H145j1ScxuRe0stVvTN1crFNLNeKwyYEwEEEEAAAQQQQOCzwBYbgJYH1c9hj//Eg/F4Y2ZAAAEEXhTQNq9qPEZveFnu0bPvmTnD0SY1dZrdx1I3F9Ps2s12YD4EEEAAAQQQQACB3wLLNwCtD6ijCsaD7yhZxkUAAQQQCAVyG1dh+9jnmZtblnv0qvtoznKmU6xOuxyz1NDFuqqOuzgRBwIIIIAAAgggcLvA9RuAPNDevoTJDwEEEDhDILdhpWWxYjPLsnG0wz1Wc13hptVx1TlLLSW2HWoqsfCKAAIIIIAAAggg0E/gr35DrR+Jh9b1NSACBBBAAIEPAW1z6qNV/N3KzavchtFO91vn1OIc17/rqKtXrqaSsbTbqcYSG68IIIAAAggggAAC9QLL/wLQhS4Pm7k0eBjNCXEeAQQQQGAHgdoNqZWbfs7Ncj/e9V4cM1/tucNaDGOw1Njvs2u9/Rh5jwACCCCAAAIIIJAX2OIvAHm4zBeKFggggAACewvENqAsEe+ySWXZGOJ+bano3m2khpZ6u0xcO+mzd2ZEhwACCCCAAAIIIKAJbLEBqAXIOQQQQAABBHYWeGHjz/mzCbTzKiyPTepp2QiUNtKnfDZ6IIAAAggggAACCKwWYANwdQWYHwEEEEDgWIHSzb9d/tpPwGVjRz7HXtn0iancc0zqa1kLro20v0eATBBAAAEEEEAAgTcE2AB8o85kiQACCCDQUaBk42+3TT9hsGz4sNkjWve/Sq1z64JNwPvXAhkigAACCCCAwJ0CbADeWVeyQgABBBAYIFCy8eem33HzL7fBI2yyISSfd34trcvOuayOTequrRM5J21Xx8z8CCCAAAIIIIAAAnkBNgDzRrRAAAEEEHhcwLrBtOOGn1862bjxj4XvT9vUsdYmzJPPuoBbB7n1IudPWzN65pxFAAEEEEAAAQTuFPj+66Ht552pkRUCCCCAAAJtAiWbSztv/slGTU7jtEcCrT471yNXh53O37p2djImFgQQQAABBBBAYIYAG4AzlJkDAQQQQOAoAW1jKUxk940mywbOTRt/rj671yRcQyd8tqwjl8dpa+kEe2JEAAEEEEAAAQR6CLAB2EORMRBAAAEErhGwbv7tvsl044aNpTa71+XkC+XGNXVyPYgdAQQQQAABBBAoEWADsESLtggggAACVwvcssFk2ag57S+1bqnNDReQZX25PE9bYzfUhhwQQAABBBBAAIGUABuAKRmOI7BIwP9hxY+nRUVg2ucEbtlc8r8/tCKe9t1yS320mpx47tb1dmItiBkBBBBAAAEEEMgJsAGYE+I8AhMFYj+mTvuhPpGLqRBoFrhpYyn2/RECnfZ9clN9wlrc8tmy7iTX09afxM0rAggggAACCCBwg8BfNyRBDggggAACCJQIWDaW3Hin/P/JWTZhTtt8ydXolNqUrMsT27p1ZVl/Ljdpd9paPLEuxIwAAggggAACCIQCP8IDfEYAAQQQQOBmgdzGkuR+wgaT21CRTRWJO/Z62oZLrkYn1CZWh1uPufVVssYsa/ZWK/JCAAEEEEAAAQRWCfAXgKvkmReBQIAfRAEIHxHoLJDbVJLpTtlcsnxnlGzKSP4rXy01OqU+Kx1XzS3rzbI2XRtpvype5kUAAQQQQAABBF4SYAPwpWqTKwIIIPCowG0bS5YNlpM2V26rz6OX2Z+0Ze3l1qmcl/Z/BuANAggggAACCCCAQHcB/hHg7qQMiEC5gPwIKu9JDwQQ6CFw0l+V5b4v3GbKSRsqbP71WMF7jmFdi7k1vWd2RIUAAggggAACCJwlwF8AnlUvokUAAQQQKBDIbS6dtPHn0s5tlJy08efyydXHtTmtRi5m/vNZwK3L3Np1509bv5+z5BMCCCCAAAIIILC3ABuAe9eH6BBAAAEEKgVym0snbSzlNk8c0UmbJ7nauHxOqo+Ll//oArI+tbUs56StPiJnEUAAAQQQQAABBEoE2AAs0aItAgME5AfPgKEZEoFnBXIbTCdtLlm+I07ZMMnVxS3Yk2rz7AXWkLhbq7k1LedPWdcNHHRFAAEEEEAAAQSmCfD/ATiNmokQQAABBGYI5DaZTtpgko0Qze2UTZJcXVyOJ9VGqwnndAHrmrWsf30mziKAAAIIIIAAAgiIAH8BKBK8IoAAAggcLZDbYDptcym3+WHdRFld1FxdJL7T6iNx81onIOs3t87deWlbNxO9EEAAAQQQQAABBJwAG4CsAwQWCuR++CwMjakROEbAssF02uZS7rvhhA0RS13cIjutNsdcGIcEKmtZW/NsAh5STMJEAAEEEEAAga0F2ADcujwEhwACCCCgCVg2mU7aYNI2QcRBNkzk846vt9VlR+PbYpJ1nboG2AS8reLkgwACCCCAAAKzBdgAnC3OfAgggAACXQRu22RKbXz4WLJJ4h/b6b2lJi7ekzZld/J9IRa3xlPXApuAL6wAckQAAQQQQACBUQLffz1o/Rw1OOMigEBaIPUDx+/B5elr8B6B3wKWTabTNphO/z6w1MRV77S6cM2tE9CuCe6N6+rCzAgggAACCCBwrgB/AXhu7YgcAQQQeE4gt9F04gaTttHhCrzzZkeuHv4CPbE2fvy8nyvg1n3q2pDjO18bc7WYDQEEEEAAAQQQyAuwAZg3ogUCSwT4YbOE/YpJ/U2ZWzZd/JxSRToxV9nISOW08/eApSYurxPrkqoHx+cKaJuALhJ3/ex8jczVYjYEEEAAAQQQQEAX4B8B1n04i8AwgZN/+A9DYeBmgdimzMkbMLF8Ykin5Zi7/l2Ou25s3FqT2Lri2B4Cuetl12tlDz2iQAABBBBAAAEEfgvwF4CsBAQWCOR+zCwIiSkvELBuzJySqiWf0zb+nL3l+t91Q+PWmpxyTbwap7setOvGndv1mnm1ZuSNAAIIIIAAAvsJsAG4X02ICAF+yLAGigUsGzPFgy7sYMmHzb95BbLUw0VzYk3mKTJTiwCbgC169EUAAQQQQAABBH49q4OAAAIIIHCuQG5j5sQNmVxOrlon5qX9BZPLade/YLq1Hs6c/5wlINdI6lqS49LurOyIFgEEEEAAAQQQGCvABuBYX0ZHAAEEhgnkNmZO2yTL5eMgT8tJii8bE/I5fN1xw+LmeoT+fD5LwF0v2jXlzu14TZ2lTLQIIIAAAgggcJsAG4C3VZR8thfQfrRsHzwBbiFw28bMbfmEiyR3ze+4UXF7TcIa8fk8ATYBz6sZESOAAAIIIIDAWgE2ANf6MzsCWwjkNij8IHfcrPDju/39bRszt+UTrr/ctXXq9XTqX2KG9eHz2QJsAp5dP6JHAAEEEEAAgbkCbADO9Wa2xwVymwGOZ9aGgCWWWLlcv1kxxuZ/+dhtm2W35ROuTe0a2/UaytWEjb+wynxeLZDbBFwdH/MjgAACCCCAAAK7CLAB+E8l/B9qu/4w22HR4LRDFdpi8GtYO5Ibg+ukVq+8X25Txo142sbMjTn5ldWusx2vnVw9Tltffi14f7+AXFOx64771f31J0MEEEAAAQQQsAmwAfjLKXxg5GExvnhwirtYj4Z+1n692q2ev1cer42T25hxHqdtzuRyOi2fcE1q15psVIR9Vn3O1WJVXMyLQE8Bd03udu31zI+xEEAAAQQQQAABiwAbgBYl2nzZJIXkHAFtM+KcLN6M1LI5c9JmWS6fk3JJrUjtetttAyJXD8nxhrpILrzeLeCusdQ1yCbg3bUnOwQQQAABBBDIC7ABmDeiBQLNAqkfJOHAvTcIrPNKHLH5S8eQsXitF7BszJy2KZPL6bR8YtXVrpXYtRUbY8axXC0khhtqIrnw+o4Am4Dv1JpMEUAAAQQQQKBMgA3AhJf7Iaf9YPN/6GntEsNzGIGhAv76zE1Us35r+uTi4PxvAcvmzGkbM7mcTssntla1a26X6yVXB8nrhnpILry+KeCuudQ16Y7vck2+WR2yRgABBBBAAIFVAmwAVsiHD5XymQfKCky6dBeQ9Zgb2LJerWPl5uK8TU4JeuUAAEAASURBVMCyQXPS5sxt+aSqqF0nlussNW6v45Y6uLlOWlu9bBjnXgF37WnX5r2ZkxkCCCCAAAIIIBAXYAPwl0vqIdE9OJb8eJMHzZI+8bLsdVTyCqO6Lc8wv16fU369xpdxrPNQNxHb6zW3SXPS5kwuFyd/Uj7aStGuu9XXmqUOktst9ZB8eEXACbhrMHaNumOrr08qhAACCCCAAAIIzBZgA3CAuDxs8nA5AJchowKy5qIn/zlYuh5TY5aOo8XEuW/fLJs0J23O3JZPao2mrg9pv/o6sdTBxXrS2hJbXhEoEXDXYu56LRmPtggggAACCCCAwKkCbAD+U7mSB0RrW/fAufpHYOvCTD00n55Xq4u1f8ov1r/G1Dp+6djWcWN5cMwm8OoGzQ0bTrnro/R6s60YW6tX15VNh1YIfAi463jltfoRCe8QQAABBBBAAIE5AmwAVjq7h8bcj0A3tLThIbMSekI3qVFsqp3rpsUtudTEr41bM57EwuuHwK2bNFpeN2z8uQpq14c7v+oa0exdXPKfW+og+fCKAAIIIIAAAggggAACNgE2AG1O0VbyQy/3g9B1ljbSJzrgZgcl5jCsnjmk5gjnlM8953Zj5uZ352vnTI3txkudkzxzr5b+NXFr49aMl8vjtfM3b9Kkcrtpw0m7PtxaXnWNpOz96+umOvh58R4Bi0CP+65lHtoggAACCCCAAAI7C7AB2KE68qMv9+PQTeXaSPsOU08folfsFqtYcmG/lnjCsWLzuWO9a2adV4sndc4drzXR4qodU4vztXOWTRpncuJGjTW3k2uuXR8urxXXiNX9xDV18loh9nMEet/fz8mcSBFAAAEEEEDgRQE2ADtWXX4A5n4onvDAmcuhha3n2DKW2LfEpfUtrZnEFY7p4oyds8Yf6+vPYR3H7zNiTH983t/3L/qw1vSWjafdrpGWjT+/7y31sa5H2iGAAAIIIIAAAggg8LIAG4ADqi+bMNqPRndO2g0IYciQPeLVTFqCLvUcFUdLDrm+uZhr6jNizFweO54ftSnij5vK+/RNmFSOp+cl9drtGkl5S7zuNWUf9nWfU2398XiPwA0C7h6pXc/+uZr76Q1G5IAAAggggAACdwuwATiwvvIA6T9U+tO549LGP776fSre1rhGjStxtXr6tYjFah0/1tfF6I8vMVtfU2NK/5qxR4wp8Zz0OmpTJBw3ZnL65ksqx9Pzklpp10jNNSfjlr6mnGPj3GIfy41jCIwSCK91+TzzOh+VG+MigAACCCCAAAIiwAagSAx8dQ+Q8jAZTuOOv/CAmcpfPCwGuTHcWDd65vK22ImzGPmfY+9Lx4yNcfIxt+HSspFi2bBpGf9k21Ni1667WdeHZR2JJ+tJJHhFoExAu9ZvfKYo06E1AggggAACCNwkwAbgpGq6H4yph8ydHjBTMY76wVsyrt82FWevcmr10uZIxeXHrvUfeS4VWzjnDrGGMZ3y2bJhc8tGTSrX0/PLXSezro+Ub3gtlHi7tv64JX3DefmMAAIIIIAAAggggAACZwmwATixXtqmkvvROeuH5cSU/54q9YO6JV/pmxp7do6j5rPkl1s7ljEkfnGVz7zaBfyNlVQvNlxSMnscz10rM64PyzoSrZr1VNNH5uMVgdMF3DUcu85Tx0/Pl/gRQAABBBBAAAFfgA1AX2PCe+0hM7eRMyG86BQzfvRGJ97woFaj2I8Kl8IMv9TcVsIZMVpj2aFd6SaJZdOmdMwdHFIxpPJdnWN4HZSs67BvmHvJWGFfy+eUaazvaudYTBxD4GQBd/27azz3PXByjsSOAAIIIIAAAgiwAbhgDWgPmfIQuiCsIQ++qYfp0T+mV/j1njNl13Me6tCmadm0eWWzZnWesevF+n0a6+uvjFHXiWX9SByrfSUOXhFAAAEEEEAAAQQQQOBMATYAF9Vt103AkGPED98RY4Zx9/is1SgcP7WBsGuuu8YVuu782bJ5w6bNzhX8HVvq2pXIR1wrlrUj87tX1pGvwXsEvgrEruPUteuOx9rHjn2diSMIIIAAAggggMC5AmwALqxd6iHUheQeRFMPryNCPvHB98SYrbXTctPWjWX8mevKEs+JbSwbOGza7F9Z7Tpz0fe+VizrxldjDfkavEcgLpC6jsPjNddzTZ94lBxFAAEEEEAAAQTWC7ABuLgG7uEyfEiVkNzxlQ+fPeYO8+sxpvjMeLXEn6rfyFxl7NTcMRvpEzvHMbtAbhOHTRu7Zc+W4bWaG9ty7fT6Ds6tmTBW1lAowmcE2gUs13z7LIyAAAIIIIAAAgjsK/D0BqD/MLhyc0T74drrB6i2BH0HrV3tuZm2I+YaMaZmqdUjjCX8rI3LuXaB3EbOCxs3OYN25TtGqHV6YQ3dUWGyuF2A++vtFSY/BBBAAAEE3hN4dgMw3GQJP89eCu5BMxWDOz77QdQ6XxiztV+rbzhv63i1/VNx1DqkxnPx1Y5Zmxv9PgtoGzps2ny22v2Tdp21xq6tk9jYrJ2YCscQsAu4e2Pva5r7rd2flggggAACCCBwjsCTG4C9HxR7lVt7iHUxj3ggbbGI9R0VZy/jnuPE8m8Zv/d4LbG83rdkE4cNnLP+JRUl15n1O7dkvci1xboRCV4RaBfwr9WSa7x9ZkZAAAEEEEAAAQTOEfhxTqh9Ii15MPQfKPvMnh9Fm7Mk9vxM57ZIOWh2vbNNxeDmqYlDG6937IzXT4BNnH6WrSOlriF3XM7Jq2Uu63XM5p9FkzYIzBNw167/35qZS74rasanDwIIIIAAAgggsELgyb8AXAFdMqd7cE09fLrj1h+muTlTc7SO3zPGMIdUzGG7kZ+1GFrtRsbN2H0F2Pzr6zl6NO269efWruGazT4Zm/UiErwiMFfAv6at3wMuQtfW7zs3amZDAAEEEEAAAQT6Czy1AVjy4Lf6oc/Nn4pXju8cY++lKjmnxl1tkYqL43cK9NjMCTeTeox5p3Y+q9z3Q36E9F/uhnWyjOW3oa6+Bu8RWCsgzwo9vjPWZsLsCCCAAAIIIIBAucAzG4AnPuxpm4Cu1C4neZgtL328R+l4qRh7xparXWnM8cxtR7VYZsZhi5ZWvQV6bOakNpTc8R7j9875hfHCazdVoxILalmiRVsE5gqknl3mRsFsCCCAAAIIIIDAXIEnNgC1TZsYd/hjMNZm1rHcQ2rtRlupiZZvKsba2GQuS4wza6XFMyOOVk9xLX0N856Ra2mMvduP2LzpsanUO8/Xx/PXco/6jFg3r9eI/BEYJeBf/26O8F43al7GRQABBBBAAAEEVglcvwF4wwOde0jV8nDnwgfZVQsqnDcWdy7WWJ9wXPc5N06sj3ZMc9RiKo3Dtc+NlzqvxajlVnIuNbeMMSMGmev01x6bSqcb7Bi/uwZdbXrVh42/HatMTAiUCYT35tJ7e9lstEYAAQQQQAABBOYLXL8BWEq66wNf+GAa5lWyKZPa4GnJPRefH29qfr9N7n1LrG7sXvHWxpHrp8UnfrkxcoZyXsaTz7zWC7RsKLGJVO9u7flfP/7t76bUySpGOwTeEuh1X31LjWwRQAABBBBA4BSBqzcAb9vY0DaF3IKTfG9+gB2dW2gon2MX9OhYrPWW2KzxaDnJWLzaBFo2kmQGNv5Eov+rbPj1GJk69VBkDAQQQOBuAeszlvWZ7W4tskMAAQQQmC1w9QZgKeYJN2OJUXvAkHPS1uJQ0jY1nhtD5k61aTneI0Z/fi3eXB69Y/Hj8t9rMfrt3PtczGH72s+zcq+Nb3S/Hpt+LkY2lMZUik2/Ma6MigACCLwu0PM5y431+vPU6+uJ/BFAAIEVAtduAKZu0iUbKisKYp3TkocY+A8Ycsw6T2k7mavnPDJmaSyj2s+Ox83X07PGZXbONTH27NNrky8WExt/MZWyY2F9em36UZuyOtAaAQQQuEVg9XPWLY7kgQACCCCwt8C1G4Axdm0j5cQNDi0fP3/3UDM7v9h8pQ9XsTH8vHq8txrKXDNikrn8V5m31NAfo+S9zFfSh7ZxgRc2lWRDbnSuMk9cuu7o6JjroqIXAggggECrwKxnptY46Y8AAggggMAsgSs3AFM3/NTxWdgj5rFuYGm5z9rsmTVPqbPEpRm5MaVd6fg920sMuVhL55RxS/vR/qvAyxtKqQ26UpPUOF+1y4+UxlI+Az0QQAABBGYK9H4mmhk7cyGAAAIIIDBT4PuvH/4/Z044Y67Yg4BLM3bcxXMLQSq/nPkt+efytJyPGZ7gE4tby/eEnLT4e59r3XB6aVOp1ap37SzjvVQfiwdtEEAAgV0FSp9nds0jfM6K5RW22TUX4kIAAQQQuEfgug3A2A1WK9eNN98Sgxvz1+rNOQRSAqUbWy9vKpVapcxHHn+5PiNdGRsBBM4UKHk2PDPDOVHXPjfH/GvHmpMpsyCAAAII3CjABuB9fwD5Z53GHjb+nPznDQ8foQifEUDAKrB6I5BNPmulaIcAAisELM9hK+JizrTAqOfi2FoYNVc6O84ggAACCLwu8PQG4Cs33thDh1v4r+T/+kVO/gjMEJi1Gcim34xqMgcC7wmknpXek7gr4x2edVNra4fY7qo22SCAAAII5ASe3QDkpptbGpxHAAEE2gRaNwXZ7GvzpzcCOwikNj92iI0Y7hHY+bk+dQ3sHPM9K4NMEEAAAQR8ATYAfQ3eI4AAAggggAACCHQRSG18dBmcQa4WuGVzLHUN3JLf1YuQ5BBAAIELBf66MKdsStx0s0Q0QAABBBBAAAEEELhMgGfgywpKOggggAACCBQIPLcByINPweqgKQIIIIAAAggggECTAM+eTXzHduav/44tHYEjgAAC1wo8tQHIA9i165jEEEAAAQQQQGAzAffcldoE2SzUP+HwrPiHgjcNAqet+4ZU6YoAAgggcJDAUxuAB9WFUBFAAAEEEEAAgeMF2FA7voQkUCigbf5xPRRi0hwBBBBAoKvAj66jbTwYN9yNi0NoCCCAAAIIIIAAAghcLMBvkYuLS2oIIIDAIQLXbQDGbq6xY4fUhzARQAABBBBAAAEEEEDgAAHtr/8OCJ8QEUAAAQQuF7jyHwFmw+/yVUt6CCCAAAIIIIAAAghsJKBt/vHbZKNCEQoCCCDwsMCVG4AP15PUEUAAAQQQQACBIgF/44KNiiI6GiPwt4B/DYUkXFOhCJ8RQAABBFYJsAG4Sp55EUDgSgHtR8CVCW+SFD+wNikEYRwnEH5nuc9cT8eVkYA3FeBa2rQwhIUAAgg8KsAG4KOFJ20EbhQIf8jemCM5xQXYtIi7cBQBBBBAYKwAzx5jfRkdAQQQQKCfABuA/SwZCQEEOgrwQN0Rk6EQQAABBBBAoLuA9qzCX/9152ZABBBAAIFGATYAGwHpjgACNgHtIdk2Aq0QQAABBBBAAIE9BLTnGjb/9qgRUSCAAAIIfBZgA/CzB58QQKBAQHv4LRiGpggggAACGwm473Y2MDYqCKEcJcC1c1S5CBYBBBB4SoANwKfKTbKjBPyNsBse/Px8RpndPu4N62DnGrFGd64OsSGAAAJ3C3APuru+ZIcAAgjcKsAG4K2VJa9pAuFDoPu8avMnjGUawkYTrbLfiOD6UFjn15eYBCcKuO9MrqmJ4Ex1vIB2vfAMcnx5SQABBBC4WoANwKvLS3KrBNzD4ciHQO3hc1XOo+Yd6TgqZsZFAAEEEEAAgbcEeF55q95kiwACCJwowAbgiVUj5qMFXtq8ixWKB+SYCsesAqnrh3VlFaQdAggggECtAPegWjn6IYAAAgjsIMAG4A5VIIajBdzGQ+yB0B0LNyVi7Y5O/p/gwzxvyIkc9hO49frZT5qIEEAAAQRCAe5BoQifEUAAAQROE2AD8LSKES8CkwTY1JsEzTQmAe2HF2vVREgjBBBAAIFKAe5BlXB0QwABBBDYSoANwK3KQTCnCrgNiNjDoTu2YnNixZyn1o649xeIXVsSNWtdJHhFoK/AqvtX3ywYDYGxAtyDxvoyOgIIIIBAXwE2APt6MhoCqoB7UNQ2M9TOwUkeOgMQPl4poF0vXANXlpykEEAAga0EtPvQVoESDAIIIIAAAhmB779+QP3MtOE0AggYBVIPiVxmRkCaIeAJpK4n14RryoPiLQIdBGLXG9dZB1iGOF4gdm24pLg+ji8tCSCAAALPCfx4LmMSRmCgAA+DA3EZ+imB1A8uh8B19tRSINmFAtp1uDAspkZgmkDqGuA+NK0ETIQAAggg0FGADcCOmAyFQEog9QCZas9xBF4W0K4XfnS9vDLIfaQA19ZI3TvGdt/N8t87MqrLgmulzo1eCCCAAALrBdgAXF8DIkAAAQQQ+EeAzT+WAgJ7CWjX5F6REs0ogdim3wvr4oUcR60ZxkUAAQQQ2FOAfwnInnUhqoMF3P8yzEPjwQUk9GUC2nXDX1wsKwsTI4DAZAH/u3Dld58fx2SC5dOlcl9Zj+UoBIAAAgggcLwAfwF4fAlJAAEEEDhfIPVjy2XGD67z60sGZwikrjV3fWrX6BnZnRFl6Bx+npEF9Z6hzBwIIIAAAgjMF2ADcL45MyKAAAIIeALaD9zUhoTXnbcIIDBJQLtWJ4Xw5DQzN+SsNb75uzllcHPOT15YJI0AAgg8KMAG4INFJ+U1AqkHyjXRMCsCewho1wU/tvaoEVG8JcB1t2+93fel9p3ZEnnJ2KyRFmn6IoAAAgggsE6ADcB19syMAAIIPC2g/ZDlB+bTS4PkEXhWwPLdp313lsKVbvxZ4iuNYaf2Kdvb896pBsSCAAIIIDBO4PuvG9rPccMzMgLvCsQeIrnc3l0PZP5ZIHZ9SAuuE5HgFYF1ArFrlGtzXj1i/rHZa2piHVvmq5lD+p72GrN5Kf/T6kW8CCCAAAJlAvxbgMu8aI0AAgggMFCAH1oDcRkagQIBrsUCrAFNnX9sMyqcStpY6iVtwzFSny1jpvqeeLzU58QciRkBBBBA4G0BNgDfrj/ZTxZwD5evPVBbiP2HbnwsYme38et9diZEjwACCIwTkPuh5TvT0sYaqcxrbX9zOyxuri65IYAAAu8J8P8B+F7NyRiBrQTCHy3h562CJZhmAa2+/NBq5mUABBC4UMB9N874fpw1z44l0u5NO8ZLTAgggAACCNQI8BeANWr0QcAg4B6keaA0QNHkGQHtepjx4/YZaBJFAIErBeR7UvsurUlcxq3pu0Mf36MmF7+/n0/NWH5/3iOAAAIIILCbABuAu1WEeBBAYHuB8McCPxLaSoZfmx+9EUDgLQH5zgzvRaUKMk5pv53ahwby2ZqbtN8pJ2JBAAEEEEBglAD/CPAoWcZFAIHrBNwPhdiPhdix65JvTAijRkC6I4AAAoGA2+SybnT5XWv7+WPs/p57zu4VIj4EEEAAgRUC/AXgCnXmRACBowT4IdFWLs2v5sdrWzT0RgABBO4S4Hv0rnqSDQIIIIAAAqME+AvAUbKMi8AvgfChPPwM0r4CbtNK/rtvlGdHxvVwdv2IHgEEEFgt0HofSfVPHV+dL/MjgAACCCDQIsBfALbo0RcBgwAPkQakjZpof62WCpMap2S+Rf+Radcas7QZZxBAAAEE7ALuflJz77bPQEsEEEAAAQTuEGAD8I46kgUCCDQK1Px4YBNLR68x1UfkLAIIIIDAqwKj7inhBiL39ldXGHkjgAAC9wuwAXh/jckQAQQUgZofFPw4UEANp/AzINEEAQQQuFSg5r47moL70mhhxkcAAQQQ2EGADcAdqkAMCCAwXaDmBwg/EOxlSvliaDekJQKvCYTfG3xfnLkCwjqemQVRI4AAAgggcJ8AG4D31ZSMEEBAESj9YcIPUAUzcarUODEMhxFA4AEB7fvCneM7eOwi0PzHzjx2dNbNWF9GRwABBBA4U4ANwDPrRtQIXC3Q+0dfzQ+cF348+C7WfGv6yGK1ziHteUUAgfsE/O+Q+7JbmxG2/Aum1q5AZkcAAQQQ2F3g+68fZD93D5L4EEDgboHUj5aWr6fUmDnJljlzY+90PuaTyz3Wx+Xk97O02cmBWBBAYI5A6rthzuzMcpOAf8+5KS9yQQABBBBAYLQAfwE4WpjxEUCgWkB+MFof9qV96YTW8UvHfaW9uOP4SsXJE4EyAfmOKOtF69sFuGfcXmHyQwABBBDYTYANwN0qQjwIPCjgfgRoPxC1cy1c/Pho0fvaN1UnnL9acQQBBBC4XYDv/tsrTH4IIIAAAqcJsAF4WsWIF4FLBXKbgD3T5kdJnWZNjbCus6YXAgggMEuA7+lZ0syDAAIIIIDAWgE2ANf6MzsC6l++1fLwMB+Xw+Vb83oTw9Rf+8XlOYoAAi8LuO8NvjPmrQD5np43IzMhgAACCCCAwAkC/EtATqgSMV4rsOsPopU/HnqbrMxl5sLt4VZjpc1bM95MM+ZCAAEEEEAAAQQQQAABBF4R4C8AX6k0eSJQIKBt6hQMs0XTm3IZCcpm3UhdxkYAAQQQQAABBBBAAAEE1gr8WDs9syOAAAIInCzAxuHJ1SN2BBBAAAEEEEAAAQQQeEWADcBXKk2eWwqwebJlWZ4LqnUdtvZ/DpyEEUAAAQQQQAABBBBAAIHJAvx/AE4GZzoERgrwj7uO1L1r7BGbdv76GzH+XRUgGwQQQAABBBBAAAEEEEBgngAbgPOsmQmB7QX8DZztgyXAqAAbb1EWDiKAAAJPCoT3de4RTy4DkkYAAQQQQOBvATYAWQgIIIAAAggggAACCFwkEG78+amxCehr8B4BBBBAAIF3BPi3AL9TazJF4GqB8McOP3CuLjfJIYAAAghEBMJ7YaQJhxBAAAEEEEDgUQH+JSCPFp60EbhJIPaDJ3bsppzJBQEEEEAAARFw9zzue6LBKwIIIIAAAgjEBPgLwJgKxxBA4AgBfuwcUSaCRAABBBAYJFB6H9T+Oj42ltZ+UEoMiwACCCCAAAKDBNgAHATLsAi8KvDf//LvRan/9T//UdReGsd+qMg5XhFAAAEEELhZoPQemNvIS42XOp4b72Z7ckMAAQQQQOBUAf4lIKdWjrgR2EygdOPPD790EzD2g+S/fvybP2T2femc2QEPa+DX63WLw0pHuAgg8LBA7P6ncVg36krHjc1pnSvWl2MIIIAAAgggMF6ADcDxxsyAwNUC/kZSbaIlG1D+j5TSTb+a+Epiqxl/RZ9UzW7MdYUvcyKAAAK9Bfx7n2Xs0s240vG1GErn1sbiHAIIIIAAAgj0E2ADsJ8lIyHwlEBqE6kGwbrxJD9QZmz8pfKwxprqv8NxS+1uyHMHa2JAAAEEWgTkvmcdo2XzrXSuXEwtseTG5jwCCCCAAAIIlAuwAVhuRg8EnhawbB71AvI3oeSHycrNv1hefoyx8zseK63hiTnu6E5MCCCAgFVA7nnW9iM220pjSMU6IrbUXBxHAAEEEEAAgbQAG4BpG84ggEAgYN040jaMrGMEU3/71//9z2+7bf6FMbrPWu6x9quO1dbhlPxWuTIvAggg0CpQsvG2YnOtJD7fYkWs/vy8RwABBBBA4HUBNgBfXwHkj4BBwLpZpG0OWccwhJNsIvPPmCsZRHBCYgoOb/GxxWnnvLbAJQgEEECgUKBkY22nzbSSuIVkp/glJl4RQAABBBC4XYANwNsrTH4INAhYN4hym0HWcWpDzc2vjTs6Nn/uljj9cXq/bzHYNafeRoyHAAIIjBIo2UDbeeOsJI/Qcue8wlj5jAACCCCAwKkCbACeWjniRmCwgHVTyLIBZB2rJiXL/NZxR8aZiqFn/Kk5So7XGuyWR0nOtEUAAQRWCVg3zU7bILPmFbqflmcYP58RQAABBBDYWYANwJ2rQ2wILBCwbgCVbPikxtTGSPVJkWhjpfrkjocxyBzh8dw4Nedlrpq+PfuU5rpL3D0NGAsBBBDoLWDdIDt9Q8yaZ+h7et5hPnxGAAEEEEBgBwE2AHeoAjEgsImAZbOndoPHH9syhv+jwfov/7CM66j9sXv8yPBz611Ka069542NV5rnTrHH8uEYAgggsELAvwdp8/e4P2njzzxnzTmM6SaDMDc+I4AAAgggMFuADcDZ4syHQIWAv/EyalPFnyMV4qi5w/lSPxR6bASmxh7xI8NiGuaufZ7lr8XgzpXmtUvcubw4jwACCIwWSN2D/HlH3I/88Ve+t+Qfi+9mk1i+HEMAAQQQQGCEABuAI1QZE4GOArHNlp4bKrHxw/B7zheOHX7WfhxYNwDdmKmYtfFdv1E/MizObv7S/6TyLB2ntH1NPqtiLc2N9ggggMAIgVX3nxG59BozZxKbZ9R9OjYXxxBAAAEEELhJgA3Am6pJLlcKxDZaemykxMaNAfaYKzZu6ljqx4B74LfG7I8dxp8a3+/j3s/4gVGTTxhn+DnMNzzf+3NNDrNj7J0z4yGAAAKlArl7z4x7TmnMs9vnjGLx4BZT4RgCCCCAAAJxATYA4y4cRWALgdTmSusGSmpcP+nWOfyxrO+1h//aDUA3d5iLNk8Y6+wfF5bahDFqn8Pctbat52pinxWfH9usOVs96Y8AAucLWO43s+8zu6tazGI54BhT4RgCCCCAAAIfAmwAfljwDoHtBPxNCz+4lg2M1Ji9xvfHKXmvPfDLQ70l9ticMS9tvtgYEkPs3Khjtflq8cQstPa150pjHxlXKpaRc9a60Q8BBO4RsNxnVtxbThG2+KVywTUlw3EEEEAAgZcF2AB8ufrkvrXAiE2L1Jg+xIpNEe0hP3yIt+Tg5+Peazlpc4fjuM9hPLE2I47V5J2LQ3PJ9bWeL417RExaDCPms9rQDgEE7hWw3FtW3U9OU7dYajnhrOlwDgEEEEDgJQE2AF+qNrkeI5DasGjZrEiNKSgtY8sYNa/ag33qoT2XSxiHJTctjnA89zkVW6ztqGOlDpY4LFaWccI2pbH2jCM3d8+5wrz5jAAC7wnk7ic73D9OrErO1ZIT9hYl2iCAAAII3CrABuCtlSWvYwW0zYqajQptPIdUM2YvXO1h3vqQnsuvNEctplje1jhjfXsfs1iUzDlibZTG2CuG3Ly95inxpS0CCNwnkLuH7HTPOFk/52zJjVpYlGiDAAIIIHCTABuAN1WTXI4X0DYpajYotPEcVs2YvZC1h/fSh/JcnhJzSb5afDKe/1oas993xHurSencJYba2KXx9Zg3N2ePObScOYcAAvcKWO4Zu90nbqmGxV7LlbpoOpxDAAEEELhJgA3Am6pJLkcLaJsTNRsT2ngOqmbMXsDaw3rtg3gu3zB2a/5arOGY8rk2B+k/6rXUKBeH1TA3TklcPeZMzddj7FyunEcAgfsELPeJXe8Lt1XDUotUztQoJcNxBBBAAIFbBNgAvKWS5HG0QGpDwiVVsymhjVc7Zi9g7eG89eE7l3csB6uvFndsXHesNZ/UuD2O11il5rUapvrL8ZKYWueMzdU6puTBKwIIvCNguTfsfC+4uVKW2sTyp14xFY4hgAACCNwgwAbgDVUkh6MFYhsRklDNhoQ2nhu3ZkyJp/U19zDe46E7l38sh1KTXB7hHD3yCsfs/bnGLRVDqac/TkkcvedpGc/PgfcIIPCGQO5ecMJ3/xuV+vYtV6uUAzVMyXAcAQQQQOBEATYAT6waMV8joG121GxG9B6vN7T2AN7rIVszsOZjtdfySc3VK8/U+D2O9zD047B6+n1KYug1fs04fsy8RwCBdwRy3/8nfNe/U63PmeZq97n1xydq+mHBOwQQQACBMwXYADyzbkR9gYC2wVGzEdF7vJ7EuYftng/VmkNNTpZa5PKLzdsz59j4vY/1dLWYSvzWeUvGdGPHxi0dQ2LkFQEE3hGwfN+f9v3+TvU+Z2qp5eceH5+o8YcF7xBAAAEEzhFgA/CcWhHpRQKxzQdJr2YTovd4EkuP19wDdu+H6JhFaBprY8k1HCfsk8s1bO8+984/NseIY7WGYSw5U2lvna9lPGtfiYlXBBB4S8DyHX/qd/pblfycraWun3t8/kTNP3vwCQEEEEBgXwE2APetDZFdKqBtZNRsQPQeryd77qF6xENzzCPmGmtnzT02nt83l7ffVt6PsJCxR762OKbi0nyt82ljuHlj4+T6pOLlOAII3C1g/U4/9Xv87urZs7PWWRuRNaDpcA4BBBBAYLUAG4CrK8D8TwnENh0EoHbzITVm7XgST+tr7kF61ENyzEOziLW35K6NKf1zBtLOfx3l4s8x8n2tZyqmmLN1jlhfmSc2htZe+vGKAAJvCVi+x0//3n6rorZsLXXPjcS6yAlxHgEEEEBgtgAbgLPFme9ZgdiGg2DUbjykxqwdT+Jpfc09OI98KI6ZlHjE+uc8LOPnTMI5RhqFc438XOOZiid0towd9pGxY31TbaUPrwgg8JaA5Xv7lu/qtypblq1lHWgjskY0Hc4hgAACCMwUYANwpjZzPSsQ22wQjNpNh9SYteNJPK2vuQfl0Q/CMZcak9g4mo11jpxPOMdor3C+0Z9LXbV4xNwyprSV8WJ9wjbSllcEEHhPwPJdfdv383tVLs/Ysi5So7JeUjIcRwABBBCYJcAG4Cxp5nlSILbJ4EPUbjho49aO6cdV897yUDz64Tfl0mqSGjd0KpnH4hWOP9ovnG/kZ6vpiBhcnWLzl9RvRFyMiQACewjkvp9v+i7eQ/zMKHLrJJUV6yclw3EEEEAAgdECf42egPEReFUgtsHgW4zYbBgxph9z6r3lIfjkB15xzdVUzkv7lJc77ntY/Fwfaef3dcf5T5mA1KmsF60RQOAFAfmeTeXK929K5r3j/lrIrRtfR9r6/f3zvEcAAQQQQGCUAH8BOEqWcZ8WyG0wWDaIUoCpsVvGTM1lOS4Psqm2sx5wZ7qk5vINauqRs/THd+9n2Ybz9vpscew1l2WcmppZxqUNAgicIaB9B5/+fXtGBe6IUltHsQx3X1t+PrvHGvPlGAIIIIDAhwAbgB8WvEOgi0BuU6N1kyE2fuuYtYn7D4WxMWY+KK5wic3pO9TWJefqzyHvZ1rLnL1fc5695wvHq61XOA6fEUDgPAHte/eG79fzKnJ+xNqa0rLbab3FctgpPs2RcwgggAACXwXYAPxqwhEEqgVyGxgtGwza2C3j1iYbeyj0x5r9gBjzmeESm9d3aIkhZ+zPI+9nu8u8I19zxj3mbqlTj/kZAwEE1glo37U3fqeuk35zZm19aSI7rL1U7DvEptlxDgEEEEAgLsAGYNyFowgUC+Q2KVo2GLSxW8YtTvJXh9TDoD/W7AfDlM8sm9T8vklLLBZzfy73fnYNwvlHfbZY18zdUp+a+eiDAALrBXLfrbd+j66XfzOC3HpLqaxch1rMK+NKWXEcAQQQQEAX+KGf5iwCCFgEtE0Jt7Fwy+aC9iAoTi8+EFrqq60RsUu9OtNSV1cr+W9q3BOP33Q9nehPzAjcIpC7n5V+597iQh7jBGru5S6aXe/lu8Y1roKMjAACCJwvwF8Anl9DMlgsoG3sWDaGcuGPHj83v5zf9cdSyqeHveRe8pqKxx+jNbZcLfy5/Pc3/qC1eDsDZ55q21oP35j3CCCwv0DuO/TG78r9q/JehLl1mBKZvT5L4pwdW8qI4wgggAACcQE2AOMuHEXAJJDaUHCde20qxOboNbYpyV+Ncg9/qx74YjY97a0+YbtUXGG7HnXM1Sac031eVa9YLD2OzfTuES9jIIDAOoHcd+Zt34/rpJm5VCC3NsPxZq7V0tgk1pkxypy8IoAAAgikBfhHgNM2nEFAFdA2HXps7LjJtTnU4DqezD308XD3Fdtaf1ff1ho7/9IauJrm6vo1q32POG+r+b5ZEBkCCIwWyH3vlX6Xjo6X8d8SkPu5dR3OvJdbYworJjHmrr2wH58RQAABBMYI8BeAY1wZ9XIBbdOm50ZEbJ6e4+fKlHtgq30gzM2bOx9zkT4zfWRO7VWLNezXI/ZczcI53edVdYzF0nos593DuDVG+iOAwHyB3HfjTd+D83WZcZRAbt36885awyUx+fGF72fFG87LZwQQQOBlATYAX64+uVcJaBsMvTYXZsyRSz73gLfqwW0Hm5xdeF6LOWwrn3uspVwNZS55XVVTmb/nq2bew7ZnrIyFAAJjBXLfhTd9942VZPRVArk17Mc1az2XxOTH57+fFas/J+8RQACBlwXYAHy5+uReLDBjU2HGHLnEcw91Kx/YdvDJ+aXOa7Gn+vTYrMrVM5x7ZX3DWFo+a949XFtioy8CCMwRyH3/3fJ9N0eTWVYK5NZyGNvstV0an8Q7O06Zl1cEEEDgRQE2AF+sOjlXCczYTNDmcEHP2LTQHuBWP6RpPjNsqhZOpJOWR6T5n0OtOWq1/TNJ8GZ1zYNwij+mrFstiwOhAwIITBfQvvNO/26bjsmE2who6zoW5Iq1XhLjivhiThxDAAEEXhBgA/CFKpNjs0BqE8EN3GsjQZuj5zwahvbAtvoBLeXTy19zGXUulVNuvtactTqn5o7VPxwn1iY13szjKedWx5k5MBcCCJQJhN9Pfu9dv6v8GHmPQE5AW+OpvivWfi7OFTGlfDiOAAII3C7ABuDtFSa/ZoHU5oEbuNcGwow5NIjdH85W+2h2Pc5p+eXGb1mDubrH5pYH9VRfOR/ru+qY5tvityof5kUAgbRA6rtJeuz4HSWx8YpAjUBuzcfGnHkd5OKbGUvMgmMIIIDASwJsAL5UbXItFpixcTBjDi3x3R/MVvtodiPOaflq87VsZOXWQDive1jP9dntgT7l2uIWuvAZAQTWCpz2vbRWi9lvE8it/1i+o+7VJbGMiiGWL8cQQACB1wXYAHx9BZB/UiC1YeA69No00Ob41//9zz+xjXo4yj2gjZr3T2KZN5pPrxpkQlh2WstdC6rFJbcetHlT51avIT+umGmLlz827xFAYK1A7vtrp++itVLMfpNAbt1bc229PmrjaJ3Xmh/tEEAAAQR+C/wFBAI3Cvg/9Gt+4Pv9Q5+a8cIxcp/9zT/X1j1Y9X5Iyj2s9Z4vl3N4fnUNwnhmf/bXmWYRxiVt/f5hm9Rnv+a59ZEaIzzuj+OPH7bjMwIIIFAr4H/PxMbguyemwrHTBXLrviQ/N1bpddI6f+l8JfnQFgEEEEAgLsAGYNyFowcLyAaIpOA+l2yGhP1lHPdaMo7fL/Y+Nc/fc/x6EAv/U/NwFo4hn3MPbTs/lPWsgXjs/io5p9ZMLH6/rfSPtUsdkzWQWyup/rHj/lgyfqwdxxBA4F2B0u8Jv31Mje+amArHECgXyF1r1hG5Jq1StEMAAQT6C7AB2N+UEQ8W8DdNwjRqNlHCMXKfc3O4h6/WB6fcA1zr+LkcLedTdcj5WMY+uY2ff8oolp9r6/eNtUkdc+sht2ZSfbXjMuYO602Lk3MIIDBPQL4XZEb3WfuOCNtLP3nV+kobXhFA4KtA7tr62iN/hOsxb0QLBBBAYLQAG4CjhRn/GAFtQ6V28ySVvDZXqk+P47kHuh0ezlI2vWvQw3PlGOKR8gpj89tJ37BN6rOsi9z6SfXXjsuYMofWlnMIIICACMh3h3wOX/3vFL+tfzzsw2cEThJwa9lf262x9xxLYuF6EwleEUAAgT0E2ADcow5E0UnA3+ToNGT1X06l5k/F6G/KaA917gGt5oFKe7CrGS+VX8vxlE3LmLf3lXVTYidtpa/VSNaJtpasY4XtZEyZIzzPZwQQuFtAvgNas/S/Q2JjumN+G5kv1jbWTtrzisAOAjVrNLbWe+VSE0+vuRkHAQQQQCAvwAZg3ogWhwtYNjlkQyRM1dI37NPrszxE9XhQ08aQeXrFXTtOqgZuvJV1qM1ndj8x0hzDmKSt9A3Ppz7LmtHWVapv7rgbU8bPteU8AgjcIVD6XZJr33peVPk+EgleTxbIXQ8tuXG/btGjLwIIIDBf4Mf8KZkRgXcFZMMlFCjdgCl5mNPa7vLglnJxTqU2oe1rn51XqZnmr/m59WNdQyVttTWrxcM5BBC4S8D6/SJZu/Z8f4gGry8LuOtA/tvTQe7l8tpzbMZCAAEEEBgvwF8AjjdmhkkCtZsYqX6lmyi1aY6cR/shVPrDqja/XL+Uv+s30iYX1+nnxU7z9XOUdtLPP5d7L2tJW28yhrR1n7X27pzfVvrzigACbwikrv/c98YbOmT5uoB2HfS0SV2HPedgLAQQQACBeQJsAM6zZqYFAjWbGQvCVKd0D1+9H/R2eaCTTacYwA21i+U1+5jvqHlLXNLG7yfncq/+uvLXrH/cH0OO+2398z3fS149x2QsBBAYJzDjeyEXvXxH5dpxHoHeAivWP+u9dxUZDwEEENhPgA3A/WpCRBUCtT/uU/1qNj8qwm7q4h4OtYe1FQ+PJQml7N0YJ/iX5LpLW+equftxSrvaWmhr05/HvXdtd1+vYcx8RgCB+wRKvrfuy56MVgmsuP+x1ldVm3kRQACBtQJsAK71Z/aBAtrGhWxu9JreH0+bt3a+1AZJahNQe5jc4aHP9wpNRviFc7z8WXy1Gvg+0k76+ed6vdfWa685GAcBBBAQgR3ugxILr+8JrLrnse7fW2tkjAACCIQCbACGIny+XkA2NFKJlmx0xMZyx0rGSMVRe1x7sFz98Bfz8vNc6ebH8cJ7sc7VRCz8dtJXztW+amu1dsxYPz92/3yvPPwxeY8AAnsJrL7v7aVBNKsFZt33XJ6s/dXVZn4EEEBgPwE2APerCREtFCjZEEhtKowK3z3IxR4c3THLQ56lzajYLVYl9qPifHFc526pj28j7UtqFlu7/pij3kuso8ZnXAQQaBdI3d9KR155nyuNlfYI9BBgzfdQZAwEEEDgHQE2AN+pNZl2Eth5Q2HVJotGa/Eq2UjS5uJcnYDvb6mXzCJtpX/P9dfjR43EJ/H6rxKzf4z3CCCwTsByzWvfMZb+67JjZgTKBVjT5Wb0QAABBBDQBdgA1H04+5CAZUNA21AQKss40rb01T0Mxn4AuWPag6J2rjSGkvarvUpifb1tuK7+68e/mUmkztLnX//3P819Yw17rFeJKTb+yGs0Nh/HEEBgrECP74yxETI6Ar8F3FoN77fuDGuYFYIAAgggMEOADcAZysxxvIC2meAnN2NjIfXwGHug9GOb+X4nr5l5r5yrd/1lE0829UpyC/vIWLkxev0A0tbfjGs0lyfnEUCgTiC8//X6zqiLhl4I1AmwbuvcTu1V+3zGOjm14sSNwN4CbADuXR+iWyygbST4oe28qTDzAeIGL7+up7yvfbi05Odv3oUbe5b+rk3Yzx+z5/rMrb+dr1OrJe0QeF2g53dGzHLk92lsPjk2Oi+Zh1cEbhNYdc2OdnR58b0wWpnxEXhPgA3A92r+fMZuEyDcKAg3BsLzGlrYV2vb65x7INjlgcfFEW7wpPJcYZWKhePlArJxZ613aga/f3itla6RsH9qTo4jgMDdArvcE2uV+bFfK0e/3QROvxZ38uR7YadqEAsCdwh8/7WR8POOVMjiZYHUJkDJZkJqjJRrydgyRmyOmnHceJYHrFGXt8ztb+RIjqnX2jxT43H8Q0Dq8XFk3ruSNTAvqq8zsf6+mnAEgZUCK7+3VuatzT3qnq3Nybm3BbgOz6g/3w1n1IkoEThBgL8APKFKxFgt4G+4xTYA/PMlk8TGKunfo617GJj14Babp2TjZwevHua7jtFrLbQ+YNZeTyNdWXsjdRkbgbhA7J4Rb8lRBBAoFeD6KhU7v72reesz2vkKZIAAAj0E+AvAHoqMsVxg1sZD62ZCKs7acbWHwNYHhdTYbPwtX+7HBJBa77MSqL2uZsXHPAjsKJD67t8x1ttiar1v3+YxMx/W/Uzt9+YqubZTa7FkjPeEyRgBBKwCbABapWi3vcDIzYZeGwlajLVz9HpQSI3jCl+y6efa1+bi+vKfuwW0a6BH5qy9HoqMcbuA9n1/e+6W/Gb80I7VYMa8lvxfaxOrxWsGN+R70/UTW5M35XfDeiMHBE4VYAPw1MoRd1Kg5wbDiM0ELb6a+WIPCQ7H8qCQ6uv6l276uT418bt+/AcB7brI6bDuckKcf01A+26/2cJy39sl/1iNTop/F8ceccRq0WPcl8dgLbdVP7YmMW0zpTcCCPwWYAOQlXClwO6bCVp8NZsZpQ8KsfayENj4EwleEUAAgbUC2nf12sj6zf7qj9pYbV+16Lea6kaK1aJupDN7se72q1tsTVKn/epERAicKMC/BOTEqhFzViDcROu94ZYNoKGBizWMv2a42MODNg4bf5oO5xBAAIGxAqXf2WOj6TM6P1jjjjfWOp4pR0cJcG2NkmVcBBBA4G4B/gLw7vqS3cYC2qakhG3dCKz9MVGz6edis8YlefCKAAIIvCoQfj/HfriHbXawisW5Q1w3xJCqN+brquvXhDqsq8MOM++wFvwYxIR1KRK8IoBAiwAbgC169EWgUcCyCeimyG24xR4UUqHVbvpZ4kjNyXEEEEDgRYHUd3P4Qy7VbqRZGMPIuRj7QyBVa+rxYcQ7BFYI7HRtxmLhO2LFqmBOBO4T4B8Bvq+mZHSQgNvYs2wChm1yG4I+QcuGnxunZC5/Xt4jgAACCKwV4AfjWn9m30/A31jh+tivPisi8tfEivmZEwEEEJgpwF8AztRmLgQSAuEGX6LZtMNs+k2jZiIEmgViP174YdvM2jxArC4yaKw+pe1lLF7PEUjVOLYezsnqnEhj/tifU7/ekcbWQ2yOFWskFtuKOGIeHEMAgbMF+AvAs+tH9JcIyIbb6o1AieMSVtJA4FiB2MN/STKuPz8WSsTmtU3VJXV8XmTMVCvw3//y/z91/et//t+nz3xAAIE9BErvrXwv71E3okAAgX4C/AVgP0tGQqCbwOyNQDb+upWOgRD4JFD6Y+NT58YP/HBpBGzonqo7NWlA3bBruPHnhxhuArImfJ0172M14JpcU4vZs8Zqr8Wwel3E4l0dk+bFOQQQOEeAvwA8p1ZE+pCAbMiN3AiUOR5iJVUEzAKxh29zZxoiEBHgx1sE5cBD2qbfgek8EzLf6c+U+lOipXXne/oTHx8QQOBCATYALywqKd0jENukq9kUjI1zj9KbmeQeal98iM2ZvLlSyHq2AOtwtvj4+UZt+r34PT2+WsyAwLdvpd/DXIusGgQQeEWADcBXKk2e1wiwmXdNKasTsTzYWtpUB0BHBBAoEuDHZRHXFo1bNv3Cf/x3i4QI4osA1+UXkuMPlD77sAaOLzkJIIBAoQAbgIVgNEcAAQQQQGCGQMkPk9IfPTPif3EO6nB+1dn4O7+GZPCeQOl3b8n9dbZmaS6z42M+BBA4W4ANwLPrR/QIIIAAApsL7PxDY3M6wkNgmgAbf9OomQiBbgKlm2Wn3o9PjbtboRkIAQS6CbAB2I2SgRBAAIE5Au5BsPShd05k983CQ/d9NZ2dEWtotrh9vlmbfnxf22tCSwQsAqXX1Cnfw6V5WaxogwACCPgCbAD6GrxHAAEEDhFIPczy8PjtW8rmkNIWh0nNi8no8KhAy4afI+P/2+/RhUPa2wiU3u9eex7YplAEggAC2wqwAbhtaQgMAQQQKBfgYbfcjB4IIHCvwK6bfnxX37vmyKy/wAsbf6kc+a7ov54YEYGXBdgAfLn65I4AAgggcLQAPxj2KV+qFvtE+FYku278vVUFskWgTaD0e/XUzbLSPNtU6Y0AAi8LsAH4cvXJHQEEEEAAAQQQuEiAjb+Lijk4FbfpcuqG0WCa5cOXboidXEct15PzWr6ICAABBKICbABGWTiIAAIIIIDA3gKpHw38YNinbi/Xwt+IG/3/nefPVVP90fHVxESfvgLuWkx9Z/ad6fzRfKfZ32H+3BbJ2fFZYippo+V7em4lDrRFAIF5At9/fbn8nDcdMyGAAAIIIIBAD4HUDwdu6z10y8eI1ePVWsQ25HpussXGL6lYz1gs87I2LErj28Tq4GZ99TqNiceMZvjE5o3FJ8dmxCRzjXrVcr4hv1FujIsAAm0C/AVgmx+9EWgW0B4AmgcvGICHjQIsmiKwWCD1vcF1vLgwTD9M4LRNv2EQDIzARQKpe1kqxRfucS/kmKovxxFAYLwAG4DjjZnhIoHSB5WTUpfcePA4qWrEeptAuMkx+y+VbvMkn7MFwuuhJpsV15DcT2vipc84Afd8Q23G+ZaMXFqH255NU/nflmfJmqAtAgjMEeAfAZ7jzCybCqRuwJuGOy0sHkCmUUcn8tcltYgSXXHQurkRbmD468OHYK34GvPfx+ryak20tR2uZ79SWj+/neW9No+lv7VNrO6Wvq+uDYvNyDapelGP3+qjfVLjp2p+Y100gxvzTdWW4wggsEaAvwBc486sAwS0G+qA6a4e0lnyELKmxOE6phZr6jBi1p6bGyPiY0wEZgiMvA5mbfqJU/h9Lcd53VfAPdvE6sa9dlzNYt652V58Bn0x59w64DwCCPQXYAOwvykjdhKoeWDoNDXD/BLgYXifZUAt9qlFaSQjNzv8WPjh4Gvw/hWB2Rt+vVy5XntJ9h2He+3vfyFK7Pm7xiY2jlaxF66LlMkLuWu15xwCCMwTYANwnvXzM6Vues/D/AOw8uZPbfZfha5GK9fI/kJ7RNh7wy/c4OBa3aPORLFOILwm1kVSNzPf43VuPXu5GqS+S7nXtkunbFMjv3JNlLqkvDiOAAIItAjw/wHYokffvwVeu6Hd+qASq+Otue5+6cZqITFTE5HY53X0pp+faWxtsCZ8oXXvqc1n+57Xxc6bfrG6iwTXpkjs+Urt0nWJ2WjrOdY+PfrvM9p4ub47nK/JORb36Q6xnDiGAAL7CrABuG9ttoms1w1um4SCQLjx/gaJ1RmbYLFM+hirhUxNTURi3evKjY3Y2mBNrFsL/szUxteIv7deOztv+MUz4+ipArHrVnJ5+btVcxGf2tcbXHv53GBRuw7ohwACawTYAFzjvmTWXjerJcEXTMrNtADLaxpbH1h6QJPfxuohIdxWl9imwG4bALEYpR6lr7W5pdbEbeuh1HOX9tRnl0oQBwJlAly7X71SJl9b2o/cdK/q4XOTh30V0BIBBFYLsAG4ugKD5+9xgxocojo8N0eVp+vJ2FrBvytx8WCxmsggt9RG21ir3SgTo5ZXLa7ScXvlEVsPt6yDUtMd28fqI3FSJ5HgFYH9BFLX7uvXbcqltII3OvawudGldG3QHgEE5gvwLwGZbz5lxh43plGBcsMbJcu4twm4ayV1Lbvjp19LPTfZetS+Zzy9Nv0kr9Q6kPO8IoAAAgjUCcTutaffX+skPveKuXxuoX+62RAbvfacRQCBfQXYANy3NtWRrfqhePONvroYlR3DGmJbCXlBN+0h84ZNwJUl2nnDz+LC94JFiTYIIIBAXoDv0/9j7260JrWRBIG2vd7n3pnn3h9vqd1yyRQSAiSQxJ1zejKTBCnihjKB6Pyq941K1yDbI75m+LV8t/X2mgCBOQU0AOes2+NRO8k9Q75t/MVZNXqihEcC9wRmbPrlvhfuSTi6tUDuRtn5s7X08+Nd+Qyq+/N1MmMfAWu5j6tRCRAg8IaAfwPwDfWKOdOLzbMn3vTYvanOjrc3hm1tBY5qFmbrWbfc/D3nbCu4/mi5GvVeG71ljxpyrf6U9miemjxbxVIzV7pPrvY+n6mS5wT+Esh9Xt7w8Rl9Q92cBNoL1H6v+My3tzciAQJtBfwCsK1nk9G2J5nw+swJJeybjnHm2CYJGKRaIK1T9UF2/KTA9nO9CkLaVGvRpEtdWoyXxpeO/fZz3+tvVyA/f/q9/oU6pfnmVbxDgACBuQSufLeFY77wvT9XJUVLgEAqoAGYaiz03Mln/GKeubDoWc9cHD3nHL86Y0YYapKr15gRPxvVig0/9X52Dd2dbVuv7eu74zueAAECBNoJ+I5uZ2kkAgTmENAAnKNOolxMoPaCo3cTrjaOxfilM5FAaOrt/QqvRbMvMuyNH98b8bH398I0Xfo9AABAAElEQVSIOc8Qk+/TGar0XIw+p89Zm+l7Ar5vv1dzGRMg0EbAvwHYxrHpKHsnNReSTYlfG2yvtnvBPFHvUixPzL+Xt23HAnt1W6leLRt7Jc0Zmn57tQ45rVTvUo1mey9Xr9nyEG+dgM9hnZO9CASBr3w/+l6w3gkQGF3ALwBHr5D4lhCovfB56sKhFM9TMSxR2EGSCPVUt+NizND0O8pCnY+EvE/gLwGfFSvhikDp+ujKeI75hoDvm2/UWZYEVhDQAFyhinIYVuDMheQIFw8jxDBsMQU2rcCMjb8z3x3TFmaxwMP355fr5vyx2IL+YDpf/vx+sNxVKfteq2KyEwECEwn4E+ABi7V3AeIENGChMiHt1S+z69+bn6xvLr4nY/g7cU8uCezVcKX63fkz4KNmX2o3slkaZ7pIRo45jdNzAgQIzCaQ+96dLQ/xnhNwXj3nZW8CBOYW0AAcsH65CxAnqJ/F2hqNYLON6We0+WdvxJ2L841Y8jLeKQns1XDV+pWagUfNvq3hLG57cYZcVq3xtk5eEyBA4A2B3HfvG7GYs07AebHOyV4ECBCIAhqAUWKgx9wFiJPcX0UazScXT2lJvVXLXKxvxVMy8l5eYK+OanjOK+49mttebUeNNcblkQABAqsIlL6DV8nxzTxGO+e+aWFuAgQIvCHg3wB8Q/1gznBy3LsACducOPN4T/rs1Scf2c931O+nhWcEegtc/Zw+GVftd0Ltfr1jNz4BAgRWFvBdu3J15UaAAAECGoDWwFICvZuAVxsKI1xQ5mIfIbalFqFkXhPIrfFcQG+s/W2M29d7sb4R514cthEgQIAAAQIECBAgMK+ABuCgtQs3fHs3hmHb128GczY9S7lXi6P5vl6nIx/vE7gicOWzuDePz+eeim0ECBAgQGBfoPRv8u4f8evWs/92768j2EKAAAECdwT8G4B39Dofm7vRdeP6E76XUW7cnzPnn41Yn1w+I8aal/VOKpDWdJU6pjmlubZ8/rbV2RzfjrelvbEIECBAYA6BFs2+XKaagDkZ2wkQINBfQAOwv/GtGXI3i24K/2LN+WzRc161x2/H23udm2Nv36e35fIcOeanjczXTyC3/vrN+OvII631Wo+RYv5V1BYCBAgQWEWgZ8PvjpFm4R09xxIgQOBXAQ3AX02G2lK6UXRz+FepSka9izlLDfaMZom9dw2/Nv7eWljZYOR1nqvFyDGvvFbkRoAAgS8JjNr0K9VAQ7Ck4z0CBAgcC2gAHhu9vkfuJjEE5kbxr/KUjHoUcDb3PZ/ZcuhRx6+NubcOVjOwrlerqHwIECBAoJXAjE2/Uu4agiUd7xEgQOBXAQ3AX02G3JK7cXez+7NcOaOfe9x/Nqv3ns2sudyv4ndH2FsHM2pYuzNWTcwECBAg8IbAak2/kqGGYEnHewQIEPjXvzQAJ1oFuZt3N8M/i5gz+rlH/bOVXPdcVsqvvqrf3nNvHYwmYl2OVhHxECBAgMCMAl9q/G3roxG4FfGaAAECfwloAE60EnI3726Y80XMmW2PWN1wz2H1nLc19vovgb218JSNNfeUtHkIECBA4KsCbzb+YuPtzLVG7tqgRR4xnq+uBXkTIEBgK6ABuBUZ/HXuhJo7eQ6ejvAeEthbN9bMQ/gDT7O3LkYL1zodrSLiIUCAAIERBVo0zK7mFRttZ64rzp7f7+QX47uan+MIECCwioAG4GSVzJ1Yz55EJ0tbuDcF9taNNXMTdfLD99bE5CndDt9n4jzhlXXE+byzIwgQILAncLUpFhtiV46Px27jqT0ftDoHtIx9m4vXBAgQWFVAA3DCyuZOsK1OqBOSCPlAYG/NxPWSvhe3HQzn7QUE0rovkI4UJhPwXTNZwYRLgMBQAq2aXzXj5Bp+KUjNNUXv7/2aXELMNfmkuXlOgACBlQQ0ACesZu4kuz2xpvtt35swbSHfFNhbD+m2OLy1EiXWftyr/doZy24kAd8zI1VDLAQIzCBQ2+Da5nLU8NqOe7R/On7NtcTT3/fbfNJ40+dn8kyP85wAAQIzC2gATlq93Ak3nmT33o/vTZqysBsK7K2POLx1EiXWfyytg/Wzl+GbAr5n3tQ3NwECMwjUNrJyufRucNVcQ7z5XV/j19soVxvbCRAg8JbAH29NbN5+AjUn5H6zG3lUAeti1Mq8F9ebF+Y1WVuzNUrz7TP6uptPVMQECKwiUNO0KuX6VEOr5vz89nd9tLhrWvL2HgECBGYT8AvA2SqWxFtz8k12/9fbJ+I0Fs/7CpxdGzEaayRKePySwNXPy5eMzubqu+SsmP0JEPiywJ0mVWx0PeFXc74c8fu/5Puk3xM1MgcBAgRKAhqAJZ0J3qs5EYc0RjwZT8A7dIi1ta9NwhqplbIfAQIECBAgQOC+QKkxdTT6042rmuvO0a8l97yfdjyqq/cJECDQU8CfAPfUNTaBiwI1F1kXh949bPQLtt2gbSRAgAABAgQITCaw14SqTeGtZlXNdenT15JpTE/PXVsv+xEgQGA0AQ3A0SpyMp5wwktPgHuHP3VSPIpjG9tTcW3nffP1WaPesX6xBr1NjU+AAAECBAgQ2Apcafy91fCLsddct75xLbmNK75+I5Zo5ZEAAQIzCGgAzlClgxjDyS6e+La7PnUizM2/jSd9feWY9HjPrwk8tSauRecoAgQIECBAgMA6Aqs2/kKFRrumjPcWo8W1zmqWCQECswtoAM5ewf/EH0508aQXU3LyixLffFT/b9Zd1gQIECBAgMD7AjM2/oLa9n4iJznydWbMYeQYc662EyBAoKeABmBP3YfHdpJ7GHyA6dR8gCIIgQABAgQIECDwQ2DWpl8oXmyaHRVyhGvPEENNvHGfEWI+cvU+AQIEnhDQAHxC+QNz1J6IP0DRNEUXLE05DUaAAAECBAgQaC5wtvH39r/ttwWIjbLt9u3rka5Lz9x7hPxGin3r6jUBAgSeEtAAfEr6A/OcObHWXmisynbGalUDeREgQIAAAQIEZhaYvfEX7GuuyUe9bo1x1eQQ9vnfv//XzMtN7AQIELgtoAF4m9AAVwTiCfvKsY4hQIAAAQIECBAg8JbACo2/YHfUOJvlej3GWcpH8++tT4t5CRAYSUADcKRqiIUAAQIECBAgQIAAgSEFzjb+QhKj/blviKnUKAvvh/+LTbW/Xs3x/2PMNfmFjP7n//uvHxj/NWWuc1RElAQIjCagAThaRcRDgAABAgQIECBAgMAwAmcbfyM2/SJmTXMsNtLiMbM9xvhrcg25xf3icbPlK14CBAjUCmgA1krZjwABAgQIECBAgACBzwh8rfEXCrtSEyzmUltHjcDPfLQlSuCzAhqAny29xAkQIECAAAECBAgQ2ArUNozCcSP/2i/mFRtb8fXeY2yW7b0387ZcLf/957+ZxFKvVV0yqdtMgMDiAhqAixdYes8JuFh4ztpMBAgQIECAAIGWArlGUW6OGRp/Ifb0+jSXiyZXTuanH6O8kXcIEJhH4LcfX2Z/zhOuSAmMKbB3ceWjNWatREWAAAECBAgQiAJfbvwFg1WvV0t1jc3bvev3uC5yj6t65fK1nQCBtQT8AnCten4qm+1J2wn5U+WXLAECBAgQIEDgskCpQZQbNDaOcu+Psn17jbwX18rXzaXapjWMBjVe0TDuG4+N2z0SIEBgBgENwBmqJMZfBOLJN30jbBvpZBxjHCmm1MtzAgQIECBAgMDXBErNoZxF2jTK7TPC9njteRTLytemV+obPWr9gm/cNx57ZO59AgQIjCDgT4BHqIIYTgnEE+7eQW+ehEtxhVjfjG3PyjYCBAgQIECAwFcErjSGZmn8hRoeXYeGfVa+Fq2p75l61ngG0/h/K9vGHD0SIDC/gF8Azl/DT2Vw9mQ8Ek6M3QXCSFURCwECBAgQILCyQE1jKM3/TJMoPe7N5/EasxTDytefRzW+UtPoVWMb3ON+8bhSLbxHgACBtwT8AvAtefOeFogn1tyBI5xwj2KMsY8Qa4zFIwECBAgQIEBgNYGjptA23ytNou0Yb7yuufZc9bqzpsat6lrjnNZ/VfM0R88JEJhPQANwvpp9MuKjk+5oJ9mjeEMRR4v5kwtL0gQIECBAgMBSAjVNoTThVg2idMwnnn/9WrOmzj1qW+Oe1t/1fqrhOQECbwtoAL5dAfMfChydaEc+sR7FHpIfOf7D4tiBAAECBAgQIDCAQE1DKA2zR3MoHb/n8y9fX9bWuXd9a2qQrgHX+6mG5wQIvCWgAfiWvHmrBI5OrjOcTI9yiBAz5BJj9UiAAAECBAgQGEWgtikU4u3dGOptcnRdufL1ZE2dn67vUT2262Hl+mxz9ZoAgfEENADHq4mI/iNwdEKd6QR6lEta9JnySuP2nAABAgQIECDwpEBNQyjG83RjKM7b8vHoenLVa8jaOr9Z46PabNfBqrXa5uk1AQJjCWgAjlUP0fxHoHQSnfmEWcprW/yZ89zm4jUBAgQIECBAoKXADE2hlvkeXUOueN04Y42P6pSuiRVrlubnOQEC4wloAI5Xk09HdHTSXOVEeZRnXASr5Bvz8UiAAAECBAgQuCMwY1PoTr4114yrXS/W1ji4vvmrv1Jda+oWj1+tfjEvjwQIjCegATheTT4b0dGJcsWT41HOYTGsmPdnF7nECRAgQIAAgUsCtU2hURtCZ5OuuUYMY650nVhb45D3LHX+Yh1DffwfAQJjCmgAjlmXz0V1dHJc6eJmr7hfz3/PxDYCBAgQIECAwIpNoaOqHl0XhuNXujb+Qo1rarpaXY/WufcJEHheQAPweXMzbgSOTogrXeBsUv/HyyOHsPNXLP4B4wUBAgQIECDwSYHaxtAsvwY7KmLNtWAYY6XrQTXeXxUr1Xg/Q1sJEHhDQAPwDXVz/i1wdKHztZPfkUeA+5rJ34vFEwIECBAgQOAzAhpD+6Ve5Trwa/VNq1lzvR/3X6XeMR+PBAi8K6AB+K7/p2c/Ovl99YR35BIWzVdtPv2BkTwBAgQIEPiIQE1zyK/+5lwMNbUNma1S31KVaq754/Gu/aOERwIE7ghoAN7Rc+xlgaMTnpPcv/7F6PLyciABAgQIECAwqcBRg2ilxtDRtV4s4QrXxUd1jbmGx5VqnOaVe167DsLxb66FbZxvxpKztJ0AgbKABmDZx7sdBLYnj3QKJ5JUQxPwnxpeESBAgAABAisLlJpEKzWFStfCaX1XuS4u1TXNd6Uap3nVPh95XeRiW2WN1tbIfgRmF9AAnL2CE8WfO3HEFJxAosQ/H4/cwt7s/mnmFQECBAgQIDCPwFGDaKXG0Jeu647qGlfoSvWNOd15rFkjYfwnr/9LMT0Zxx1XxxIg8OMHRj8+sH+CINBboHTSCHNbhuUKHPkxLPt5lwABAgQIEBhT4KhJtFJz6CvXc0c1jStxpdrGnFo91qyVONcT91FH8TwRQ8zXIwEC1wX+uH6oIwkcCxydLMIIThjHjsHoyDK8z/LY0h4ECBAgQIDAHAKrNIiOruFiNWa+jqtt+sVcV6ltzKf1Y1wLNWvniXuAo3uRJ2JobWw8Al8U8AvAL1b9oZxrTljx5PZQSEtMc+TKdIkyS4IAAQIECCwvUGoardIgOrpuC0We+dqtVMO9BbxKXfdy67mtZh2F+XuvpaM4es/f09jYBL4goAH4hSq/kOPRySGE5ARxvTBHvmyv2zqSAAECBAgQ6C+Qaxyt1CA6ul4LyrNes+XqV1o5K9W2lGev92rWU5i795o6iqP3/L18jUvgCwL+BPgLVX44RyeF/uDhxFpyju85AfevhRkIECBAgACBcwJXmkfnZnh/73gtlotkxmu0q3XT+MutgnPb45o5Wlvx/bj/uVmO9w7jxjn29o7v9Zp/b07bCBCoE/ALwDone1UKxC/83O5OBDmZa9uPvMOozK/ZOooAAQIECBBoL1BqIq3SKDq6Ppvt2qxUs9wKWaWWufxG2H60zmKMPdfbUQw95475eSRAoF7ALwDrrex5IFA6AfjyP8C7+HZwLbmHYcP7/C8CO4wAAQIECBB4RGCFhtHRNVmAnOmaTOPvkaV/eZKa+4AweFyXPdbeUQw9574M50ACHxbwC8APF79l6vHLfW/MHiebvXm+vq1Ug2CjDl9fIfInQIAAAQLvCuQaSk82/9LrpVbXRumYJeFW85XmuPterkZH4z5Zw6NYvvZ+7foLLr3WYE0Mveb+Wr3lS+COgAbgHT3H/lug9IXvi/7ZRVKqRYhEPZ6th9kIECBAgACBvwRyjaUnG0d710l3ro32xsvV+848uTFbbc/Vpmb8J+tXE8+X96ldj73WYs38veb+ct3lTuCMgD8BPqNl338IHH3J+4L/B9cjL4J5qS7xPbV5pBwmIUCAAAECBBYUiNdTNamNes2l6VdTvbn2iWvtaH2G9+O+LTOMY5bm7zV3yzyMRWBlAb8AXLm6HXMrfbGHaeMJoGMIhi4IHNUnHKpGBUBvESBAgAABAs0Ecs2mp389tnd9FK6H0u1H10fpviWgo3FKx/Z8L1eLozmfrtVRPN4/FqhZq73W6ZtzH8vYg8B3BfwC8Lu1v5z50Rd6rxPJ5YA/eGCowVGdwvtq9cHFIWUCBAgQIDCAwNMNpdx10XZ76fpou+8e44jXVlebfiG/p+u0Z2rbeYGatRpGLa3387P+PCJ+Dkpx9Jr7ZxSeESCwFdAA3Ip4XRQofYmHA+OXfXEQbz4iEGtRqpkT7yOlMAkBAgQIEPiswJ3mU2+0cK1Uuk6K89fsE6+74jFXH9O5ro7Zwlzj72oF5zsurrmr662U8dFnLMzdY95STN4j8GUBDcAvV/9k7vHkkDvMl3dO5t3tTrzv+pudAAECBAgQeFfg6Bp2G13alKg5tsU18N48aRzbGLev7zb9NPy2ot97fWa9ndFxL3JGy74E+gpoAPb1XWb0vYuSNLkWFz7peJ63FXDibetpNAIECBAgQOC6wJPNptw1bLx2zV0j5Y7bZh3H2W6vfV07T268O42/J+uQi9/2PgK5dX00W1yPd9d1mCeOdTSn9wkQeE5AA/A562lnOvrybnGCmBZnosCPLgRCndVyooIKlQABAgQIECgKHF3DFg8+ePPuNdPV2O40/GJKGn9RYu3HuEavrLUrx6ytKTsCawhoAK5Rx25ZlL7840ml2+QGbi4QalaqaXhPXZuzG5AAAQIECBAYSGB7rXN0fbQNfXv89v3S69J12Pa4ME+Lhl8YV9Nvqzv/6zNraf5sZUCAQAsBDcAWiouOUTqp3LnwWZRrmrRi7XL1DdvjPtMkJVACBAgQIECAQIXAnWucO8fmrru2If/v3//r7013m3+afn9TTvOkdp1Mk5BACRAYSkADcKhyjBNM6eRz5+JnnAxFEuqYq3PYrs7WCAECBAgQIEDgL4Er10W566wwYtroa2ms6ddS89mxSuvl2Uiene3KZ+vZCM1GYB0BDcB1atksk9LJxxd0M+YhBgr1zNU7blfzIUolCAIECBAgQOCEQLyOOXFIdtcz10KleTX9ssTeWFTgzGdnUQJpERhKQANwqHK8G0zpgiVE5gv83fr0mj3UtVT78J7a99I3LgECBAgQIPCUQOl6Zu96qLR/GnPpOirs17rx51d+qb7ndwVq1/ndeRxPgMD7Ar/9+MD/+X4YInhb4OjCxTJ5u0L957cG+hubgQABAgQIfE2g9O/Y9Wxk7V3XtLqe3Rt7r66tGn89nfbitu09gdq1lUbYal2nY3pOgMCaAn4BuGZdT2V1dKJxUjnFOe3Ooc6ltRDesxamLa/ACRAgQIDAcAKhOTh6c6t0bbQH2qLpN7rJXt62tRFwrd3G0SgECOwL+AXgvstnth5d1DgJfWYp/J2oNfE3hScECBAgQIDATYHSLwD3hm7V/Dq6ntmb++q2O02/Vvlejd1xBAgQIPAdAQ3A79T6l0yPLow0/34h+8yGo7URIKyPzywHiRIgQIAAgVsCZ5uAcbI7zbGaa5k4z5VHTb8rao4hQIAAgTcFNADf1H9p7poLIs2dl4oz0LR318ne8dbVQAUWCgECBAgQeFjgaiPwTJixabh3HXJmnHTfO82+OE6MK772SIDAfYGWn/NcNO5fcjK2zyigAThj1W7EXPMl6UvuBvBih15dL1ePW4xPOgQIECBAgMBG4Ikm4GbKV19q/L3Kb/LJBWruKZ5K0T3yU9Lm6SmgAdhTd7Cxa75AfbENVrRBwjlaO9t1c7R/TGt7XNzukQABAgQIEFhbYPVGoMbf2utXdnmB2vuA/Ahjv+P+Zez6iK4soAFY9lnm3aMvYl9ky5S6WyJHayhMHNdRzb7p/t2CNjABAgQIECAwhcAKDUFNvymWmiAvCtRe318cfqrD4j3PVEELlsAPAQ3ADyyDoy9rX2AfWASNUjxaS2GauJ5q9k33bxSiYQgQIECAAIEFBGZpCGr6LbDYPp5C7TX7x5l+ST/e8/zyhg0EBhbQAHywOOmX61NfGOmce6k+Fcfe3LbNKXC0pkJW23VVOma775wqoiZAgAABAgTeFOjdMNToe7O65r4qULoGvzrmiMf1up848us174jGYlpDQAPwoTrufXn0/sLYmzNNt/f86VyerydwZX3tHWMdrrc2ZESAAAECBAgQINBfYO/auv+sz8/w9v1CzvntuJ6vhBlnF/hj9gTEvy+Q+5KKe/uyihIerwqENVRaZ/E9a+2qsOMIECBAgAABAgS+JBCvn1fIeaV7gNx9T6jXSnmusO7kUBbQACz7TPlu6cThC2rKkg4bdO5kmAbsxJhqeE6AAAECBAgQIPBlgfReLb03S7eP7JPGPHKcrWOrue9pPafxCLQW0ABsLfryeKUTx1e/rF8uyfLT15wMNQGXXwYSJECAAAECnxIoXXO/AeE6/w3183Nu181I18jW0Pl6OoLAbAIagLNVrBDv9oSS7uoLPdXwvLVAXF+lNVh6r3U8xiNAgAABAgQIRIEvXIPEHOM1Wczd4zgCsUZvRGRdvKFuTgLjCWgAjleTSxGVTii+8C+ROuiCQFhrpbV4YUiHECBAgAABAgR+EXC98QvJvzdEF9f/+z6rblXvVSsrLwJtBTQA23oON5qTwXAlWT4gTcDlSyxBAgQIECDQRSA2r7oM/rFBg6X7gHGKnlvbaY2219Dpe+NkIhICBGYW0ACcuXr/iT13QlkgNSlMKhAvWKzNSQsobAIECBAg0FDA9UBDzBNDBfd4TXbiMLu+KKBeL+KbmsAHBDQAFy7ynRPI9kLtzlgLEw+R2rZWaVBv1y3MX4ovjdVzAgQIECBAYG6BL57z377WCivmi+4zfVJy9Rlh7czkKFYCBO4LaADeN3x1hFYnlNw4MbnwvpNU1BjnsaZu22ifrmOYrxSntbWtkNcECBAgQGB8gdK5fdTon74Gesoh5jVjTZ4yMg8BAgQI/OtfGoATr4LcST5eBBylljv+6Djvzy2Qq3vturmSfRg7N28YL7zXc/4rMTuGAAECBAgQGP/XZa4frNKRBXLXv9btyFUTG4F1BTQA161tNrPciSh7gDc+IXB1XbS6gNEE/MQykyQBAgQIvCRw9Tz/Rritri3eiN2cBAgQIEBgVAENwFEr0ziuuxd9LsQaF6TRcKEud2t7N5S3578bv+MJECBAgMCKAiOen11PrrjS5HRWwOfgrJj9CRBoJaAB2EpykHHSE0qLC790vEFSFMZGIK1Ri5pvhn/0ZYg/zefRyU1GgAABAgQWEXjzesB5fJFFJI3bAm9+Dm8H//IA/+d//Pc/Ivjj//6vf7z2ggCBawK//ThJ/3ntUEedEdg7AbSg3xv3TFzbfVvEtB3T6zEEWq+VnllZhz11jU2AAAECqws8dc53vh5rJe3VXY3eq9FePUI0apKvybbxl+45QhNwr6bqmVbJ89EF/ALwxQqFL5A7Xxh7X0BX0rkTw5X5HPOOwF6dW62hdzIyKwECBAgQIPCEwN41xBPzmoPAagI+S79WtNT0+3Xv97a4b3rP3sztBDQA21leGqmmCdjjy8bJ51K5ljvo7DrosRaXQ5UQAQIECBDoJLA9D+fO42H7dt8YUu6Y+L5HAgTuC+Q+f/dHXmeEWRp/JXHfpyUd740ooAE4QFWePEH4khqg4BOHUFo/T67jiQmFToAAAQIELgnsnWfDtty5Obf90uQOIkCAwE2BOw2/t//8d+/79yaHwwm8IqAB+BB7uAh764vDBeBDRf74NGfWWemzcGacj5NLnwABAgQIECBAYBKBUa5x00Zcj8ZaOv7d0vSI725Mjicws4D/EZAXqldqfrQIZ5STS4tcjEGAAAECBAgQIPCv7H+R7LpvvtWxbZC0anLs3WNYH++sj1FrsV17UefqGsyNF8e9+ng1nqvzlY7bq2XY32erpOa9UQU0AF+qTO6L5Gw4vnjOitmfAAECBAgQIDCnwN71o2vBeWpZapa0aHhYH+OshVFrUVqDb+u1+Az0yGGvlmEe3709tI3ZW8CfAPcWzowfvzByXyh7h8Vj9t6zjQABAgQIECBA4HsC4VrSNeLYdR+56TK2nOi+IDBq469k7zu3pOO9kQU0AF+uji+PlwtgegIECBAgQIDAJALhuvHMf3k8SVrZMNNcZ7tm1vTLltUbHxaYsdn34XJJfUEBfwK8YFGlRIAAAQIECBAgsKZA2hRLM5ytQZbGvvd8L88ZcrzS+GvVFJnVbK/+s28buRZX1uiVerRa11fmbnnMyLVsmaexviGgAfiNOsuSAAECBAgQIEBgEYG9G9KQ2gwNspoSzJjflaZK6wbJntsqa6Jm3Yy0z0y1uLJ2t9at1/J2/Jav92pzdnyfq7Ni9h9FQANwlEqIgwABAgQIECBAgECFQO4GdpWb0lnyu9o4ad0syXmFpbTKmqj4WAy1y15N1OL9Eu3V5UpUanlFzTEjCPg3AEeoghgIECBAgAABAgQIVAqEm8+9G9mw7Ss3ptvmW+umWq4U23lz++1tvxPjXr335rBtDIHtZ/Qrn8sx9PejaPUZUst9X1vnEPALwDnqJEoCBAgQIECAAAECfwuUbmZXuEHdyy/mlWvC3Wmw/Q278yQ3386uv2w6G9Ne3r8MemJDNDtxiF0JTC3Q+jO0xfCZ2op4PZOAXwDOVC2xEiBAgAABAgQIEPghEG5Ce9/ozgYdGnVnG265HO80/cKYNXGoX07fdgJ1Aj5DdU72IhAFNACjhEcCBAgQIECAAAECEwnkmoDhpnjmX6ncualPG3c1Tbi03Omx6fYzz0tz3snrTAxx35nXQMzB47cFnv7MfFtb9l8QmPJPgNMvAie2LyxTORIgQIAAAQIECOwJpNfF6fszXyPX5NSiWZd63XmeNv1ysd8Zv/bYmWtem6P91hB483NyV9Dn7K6g498UmK4BuPdl4UP45hIyNwECBAgQIECAwJsCe9fHIZ4Zr5HP5PJmE/B//r//erzkM9bzcSQTDiOQ+yy/GWD6GboSX3r8m3mYm8BVgakagLkPqQ/i1fI7jgABAgQIECBAYAWBFa6TczmE+pSu959qBD7Z9Cvlu8J6lcM6AqXP7VtZ1n5+zsZeO+5beZuXwJGABuCRkPcJECBAgAABAgQIDC5QupGd4ab1bvy9moC9m34z1GbwpS+8BwRKn88Hpi9O0eIzVJNfi3mKiXiTwAMC0zQAaz6UD3h9ZgpfcM+XOl3j/J/3NyMBAgQIEJhdIL2W2OYy+rVFLvYzcccx/vfv/7VNv/q1hl81lR0XFIifoZFSO/MdMFLcYiEwooAG4IhVGSQmX7bPFWLvZMv/OX8zESBAgACBVQT2rim2uY12jZGLOcSZe2+b02ivRzMezUc87wmM9JnyOXlvHZj5mwIagN+se3XWvpSrqW7tmDsRv+mfi+lWojcPftPjZugOJ0CAAAECjwnUnMPvnFNrxn8s2ZcmuuP3Usim/YjAaJ9Pn5WPLDxpTiEwRQNwtC+xKSrbMEhf2g0xM0NZ4xmYnc3W4w6KTQQIECBAYCNwdG1x9Xx6NO4mjCVeXrVaInlJdBVY5fPkM9J1mRicQDOBP5qNZKBlBcKJyZf6suWdLjHrcbqSCZgAAQIEXhAI126rNBd68rnG7alr7JLAbJ9Pn5VSNb1HYA6BaRuA24saX0htFlzuRKTp0sY3N8p2Pef2s/0vAevRSiBAgAABAscCueuLla+bV87tuOL2IHBfwGfovqERCIwqMG0DMID6cmq/rIJprgnYfjYjpgJxPfNPVTwnQIAAAQIE7gjE64s7Y6THvnGt2DqHNB/PCXxRwGfqi1WXM4F//WvqBqAC9hF448KuTybvj7pt5tWcbEfzr4m5t/TWsfd8xidAgAABAgTyAneuDXLn9Dtj5iP1DoFxBXpe8/s8jVt3kRF4U0AD8E19cy8tsHeBG7bVnJDjPntjRLS4T3ztkQABAgQIECAwskDpumbkuMVGoJeA6/lessYlQGBP4Pe9jbYRINBP4MzFr4uCfnUwMgECBAgQIPCcQOn6x/XOc3UwEwECBAh8V2DaBmDpIuK75WyTOds2jqVRzhh//aL4jFXJ3HsECBAgQIDAeAJfv84ZryIiIkCAAIFVBaZoALoweH/5qcH5GhyZaWwdmzI6NrIHAQIECBAYXcD5fPQKiY8AAQIEviAwRQMwVwgXEzmZ69uZXrfbOzI0AUuNQN57av/69/8SdcmmZLo/oq0ECBAgQIDAGwLO52+om5MAAQIECPwqME0D0A3/r8V7agv7+9Ilw9KF8f2Z5xohWPCYq2aiJUCAAAECOYHSOb10bZQbz3YCBAgQIEDgusA0DcBciqULi9wxtu8LsNx3abW1dKH7dfuQf61BybFVrYxDgAABAgQI3BMondedy+/ZOpoAAQIECFwRmKoBmLtYONM8uIL05WNy5l82uZM7z1/1SjcI6d7Bjl8q4jkBAgQIEJhPwLl8vpqJmAABAgTWEJiqAXhEXttIOBrni++ze67qVy58t8dsXz8XfbuZahv3IdcV8m0nZyQCBAgQIDC2QO660vl87LqJjgABAgTWFpiuAXh04ZC74Fi7jH2yO7LuM+t3Rz1au6Ee8T8zK9U2/kKO1uDMlRY7AQIECHxR4Oh65osmciZAgAABAiMI/DFCEGdjCE0BFxdn1exP4F2BM5/ZJxp/23iemPPdCpidAAECBAj0FdieW9PZnGdTDc8JECBAgMDzAr/9OBn/+fy0bWbMXWRMnFIbmJOjcDwJ1mj3L7nnct1S9vzs1sTQc/5trl4TIECAAIGVBErnWefXlSotFwIECBCYVWDKXwBG7HAxsb3YcIERdcqPW7e9vcM+PPdkbGst0Gud1azz1rkYjwABAgQIEPgp0Osc/3MGzwgQIECAAIEagakbgCFBFxV/lVmjo2a5j7VPWLtfr1vrz+/XPcda4aIhQIAAgVUFas+3rc/zq3rKiwABAgQIPCEwfQPwCGmVC5TaPI48vD+WwLYJuOqFcus8e3weVrUfa8WLhgABAgRmF+hxDp7dRPwECBAgQGAGgaUbgGcuUM7sO0NhW8SoIdJC8XiMrzifyfPJz+OZuI6raQ8CBAgQIECAAAECBAgQIDCewNINwPG4x45II2Ts+qwS3ZPNvT0z63xPxTYCBAgQ+JrA9nzc+vzYeryv1Ue+BAgQIECgtYAGYGvRicZzYTZRsQYNdXvzMGKY1vmIVRETAQIECLwpsHf+Dttqzplhn73j03xqxkn395wAgecF0s+xz+zz/mYk8IbAbz8+7H++MfFTc6ZfbE/N+eY8i5fzTdrl5l71s+EzsNxSlRABAgQINBY4ugZoeS5N52o5bmMSwxH4lED6uYyJ+3xGCY8E1hVY/heANV9ke1+Ao5a8Jp9RYxfXMwIzrec7Ij4Ld/QcS4AAAQIE8gLhWuLueXbveuTquP/nf/z338H+8X//19/PPSFAgAABAgTqBZb/BWA9hT0JzC+wd7E9a1Z3bzxmzVvcBAgQIEDgCYGaa4Yr5+Kjcc+OmTb/oosmYJTwSOCawN7n9Oxn89rMjiJA4E2B5X8B+CauuQkQyAu4yMjbeIcAAQIECPQWiOfhvUbA2blbjHF2TvsTIHBNwOf1mpujCKwgoAG4QhXlQOBFgXgD8WIIpiZAgAABAp8TuHsTH8/f8XFvvLAtvr8HvHfM3n5xW2msuI9HAgQIECBAoI+ABmAfV6MSeEUgXFifuRh3If5KmUxKgAABAgRuCZw51+cm2o5Rew2xPS43frrd9Uaq4TmB9wSufH7fi9bMBAi0FtAAbC1qPAIvC7jIfrkApidAgAABAh0Fet3A58bNba9J0TVJjZJ9CBAgQIDAMwIagM84m4UAAQIECBAgQIDAZYE7jbjLk148UOPvIpzDCHQUmOk7pCODoQl8WuD3T2cveQIECBAgQIAAAQKDC8xy4x4af62bf9v/xd/t68FLJzwCBAgQIDCMwG8/TtJ/DhONQAgQIECAAAECBAgQ+FvgqPl39lL+aLy/Jz7x5GwMJ4a2KwECDQRqPvc+xw2gDUFgcAF/Ajx4gYRHgAABAgQIECDwTYGjm/YrN+x7xxzNs9XfG2O7j9cECIwhcPbzPUbUoiBAoIeABmAPVWMSIECAAAECBBKB9AZM8ySB8TQrkK6ZvZ1arqMw1t58LefYy8E2AgQIECBA4DkBDcDnrM1EgAABAgQIfExgr6kStmmsfGwhnEx3b93EIaydKOGRAIEjgdJ3ydGx3idAYD0BDcD1aiojAgQIECBA4GUBN10vF2Di6UtrR/Nv4sIKncDAAr5bBi6O0Ag0FPC/AtwQ01AECBAgQIAAgVIDhw6BqwJu0K/KOY7ANwWci75Zd1kTKAn4BWBJx3sECBAgQIAAgUqB2pstjZxK0A/uVruGPkgjZQIEOgk4J3WCNSyBAQX8AnDAogiJAAECBAgQmEugtnHjRmuuuo4SrXUzSiXEQWAOgdpz0hzZiJIAgVYCfgHYStI4BAgQIECAwOcEam+yNHA+tzROJ5xbS9bOaUoHECBQKeD7pRLKbgQWEfALwEUKKQ0CBAgQIEDgWYFcw2YbhRusrYjXtQJPrZ3atVwbt/0IEHhPwOf5PXszExhdwC8AR6+Q+AgQIECAAIHhBGpusJ5q3gyHI6DTAjXr6fSgDiBAgAABAgQIJAIagAmGpwQIECBAgACBkkBNo0bjryTovVqBt9fR2/PXOtmPAIGfAjXnqLi3z3iU8EjgOwL+BPg7tZYpAQIECBAgcEOg5sbKDdUNYIe+IlCzrl8JzKQECBAgQIBAUwENwKacBiNAgAABAgRWFKhpkmj+rVj5/jnVrK3+UZiBAIHZBXyXzF5B8RPoL+BPgPsbm4EAAQIECBCYVKDmhkrjb9LiDhz222vq7fkHLo3QCBAgQIDAtAJ+ATht6QROgAABAgQI9BTQ/Oupa+wRBGrW+AhxioEAgbLA2c+yJn/Z07sEVhXwC8BVKysvAgQIECBA4LJAzc2UG6jLvA4k8A+B//M//vvv13/83//193NPCBAgQIAAgXYCfgHYztJIBAgQIECAwAICR82/0PjT/Fug0AOkcLTWeoaYm/vptZ02/0K+29c9DYxNYAWB3Gc5l9vTn/FcHLYTIPC8gAbg8+ZmJECAAAECBAYVOLqRcuM0aOGERYAAAQJ/CzhX/U3hCQECiYAGYILhKQECBAgQIPBdAc2/79Z+pMyfuHHPrfUn5h7JWiwEZhfIfZZz233GZ6+4+AncE/jtx5fAn/eGcDQBAgQIECBAYG6B3M1SzMrlUpTw2FJgb931Xmt7c8aces8d59k+pn/2698A3Op4TSAvsPd5Dp/jve1hlLc+4/kM6t7J5bN39Kw57uViG4HWAhqArUWNR4AAAQIECEwlULqxcCMxVSmnC3Zv7fVec3tzBrje805XHAETGFwg91nOhT3jZ/xsjmnuM+abxu85gR4C/gS4h6oxCRAgQIAAgSkE7txcTJGgIAkkArn17kY5QfKUwMQCq3yWw3dV7vuqtjx3j6+dx34EZhLQAJypWmIlQIAAAQIEHhNY5UbqMTATnRJ4+ub06flOYdiZAIFTArnPc277TOezXA6ngP6zc8uxrszvGAKjCfwxWkDiIUCAAAECBAg8IVC6MZjpZukJK3M8I/DGuntjzmc0zUKAwEwCpXPyTHmIlcDIAhqAI1dHbAQIECBAgEAXgdKNhoZIF3KDviiQW+/W+otFMTWBhwRG/5znvp/2eEq5nBlnb2zbCHxBQAPwC1WWIwECBAgQIPC3QOkmoXRz8fcAnhCYSKC03idKQ6gECPxHYJXP9Jk8as7NYZ8zY1pQBL4ooAH4xarLmQABAgQIfFSgdHNQc4PxUTZpLyhgvS9YVCkR2AiM+DkvnYc34ftfJ9+CeE3gpoAG4E1AhxMgQIAAAQJzCJRuOka8SZpDVZQjC+TWvPU+ctXERmBdgdx30jbjK99RtWNv5/KawJcENAC/VG25EiBAgACBjwqUbgyu3Gh8lFHajQRK67HRFP4UrhVkg3GO6u07qAHyR4Y4Wkspw0jrqjbukWJOLT0nsIrA76skIg8CBAgQIECAwJ5A6cbDzcaemG1vCLRci9b8GxXcn7NUi3hEzT5xX48EZhOoWd/h++/Od2BujjtjzuYsXgI1An4BWKNkHwIECBAgQGBKgdxNQUjGjcGUJRX0D4F0XW/XcfreFmu77/Z9r98TCHU7qk+utkfHvZfV/DPnzHOZ9azFmVh6xpHLfW97Tcx3Y62ZYy822wh8UUAD8ItVlzMBAgQIEPiAQOmm4O4Nxwf4pDiowHZdb1/nwrbmczLjbA+1zNWpVOf4Xu7YcTKcI5LoeSXaeKxa/PO/qMhZ3nWK3nvj3x17b0zbCMwuoAE4ewXFT4AAAQIECPwi4KbgFxIbFhAoretSem6ESzp93wv2Z+oW9k3rdefYvpnVj34mh+2oqcX2vdav78S5jSWO9WT8MYY35oxzx8eYf3y9fWwRY2mOFuNvY/aawAoCGoArVFEOBAgQIECAAAECBHYE3AjvoDy8KVeDUgOj9F4p/Hhcbs7SsS3fi3HcHTMdp2dO6Tx3Y06PD+O2iLs2vhZzpfFfeX4Ua+8Ye49/xcQxBEYR0AAcpRLiIECAAAECBJoIlG4+3Bg0ITbIJALW+9iFCvXZ+77a23Y2kzDGG/VvEXsu1+3YrfLbjpub3/ZjgZLlE/VqNcdxpvYgMKeABuCcdRM1AQIECBAgsCPwxM3HzrQ2EXhEINzcltZ4DMJNcJRY8zGtb816eErh6VjifKnH2VzjGKXjasevGas0T+692nFr48zNE7eX5ivNcfW4OG/NY2mOmuPtQ+DrAhqAX18B8idAgAABAosIlG4MSjcti6QvjY8IWMtrFTrUs/TdlWa7V/szx6djtX5em0PrecN4Ye49m6O5jmI+O+abtTgba87myCRnXTruqdhazZOzsZ3ACgIagCtUUQ4ECBAgQODjAk/cfHycWPoECLwkcNTYCO+XvgN7h10791EeaZy1Y6bHtHp+Js5Wc94Zp1W8teZhv3TO0nHpfldzLI0fx2wxTxzLI4GVBTQAV66u3AgQIECAwAcESjcHbgo+sACkSGBigdL3V0jrzndYGPvO8TWsveLfxn00T02s6T658bbzpseM+LxVvDmPo5xLx7WIrTR+jK3FPHEsjwRWF9AAXL3C8iNAgAABAgsL1NwcLJy+1AgQmFig9P11tqkR9i+N9zTT2fiP4kvHGynPo7hneP+K59Exab2uGhzNEcZtMc/V+BxHYEYBDcAZqyZmAgQIECBA4FDAjcEhkR0IEHhJoKa58VJot6cd/bs3Zz9i3LlYQ5Huxlsaezv+0b63F00yQM1cd3NPpvOUwKcENAA/VW7JEiBAgACBdQRKNwluDtaps0wIrCRQ+t5aKc+v5hLOPWmN75yL0nG2nr3GjfPcGf/KsaVcY0zx8cr48ViPBL4uoAH49RUgfwIECBAgMKFA6WbBzcGEBRXytALpZ9Fnr1zG1Kq8p3efFmi5dluM1Wut1Iy7F3/YVnNsqFvtfldqvBfblXEcQ+CrAr9/NXF5EyBAgAABAnMKlG4u3BzMWdMvRV1av7M5bHPZvp4tn57xnrGZ/XvsTK49zffGHjm2GG+vGGvGLa298F7p/Rh/j8c35+6RjzEJvCXgF4BvyZuXAAECBAgQaCrw1o1J0yQM9kkBa3ftstc0XqKAtRAl9h/PWO6PMPbWXvkdjTvquhs1rrFXkegI5AU0APM23iFAgAABAgQGEzi6iRks3GnDqXV2czZtiW8FXrs+bk2yyMFnrGb8PIWYz+Q4YllHce/heDTmKLlv18WocW3j9JrAbAIagLNVTLwECBAgQOCjAqUbGTcL9xZFybY0cjyOf0lpjfdirdfI5pkszpjN/BkKsae59solnSOtYK/50jl6P8/ldmfeozFbum3XwJW4W8ZzZX7HEPiCgAbgF6osRwIECBAgMLlA6UbGTcO14pZMz44Yx1KLs3Jj7h/reTY69f8pdsZwdLdtLnvx7m37qXH/2TaG+yOOM0Ipt+Baej+XxdExPerVY8xcfrYTIHBNQAPwmpujCBAgQIAAgQEE3HCcL8LRjeH5EX8eEcZWk58eMzxrtR7U/We1a01nMNvLZaTP+QyGP1fGr8/2fONeV3IrjXdn3HisRwIE5hbQAJy7fqInQIAAAQLLC9Tc0CyP0CBBjg0QBx7irfpeaVIMzHg7tLfqcDvwzQCj5FGKw9r7Z9FKVnFPZlHCI4FvCmgAfrPusiZAgAABAlMIlG5o3MjUlbBkWBqh5Ht1zNJ8X35vRs/S+vhqLc/UcVS/2hzCfr1zqI1lxvV2lNuR7db/aLxgdDTmjI5iJkDgnIAG4DkvexMgQIAAAQIDCLiRqStCzU1hOlKta9zv7PjpXLM8/0KOtbWIda/d/0v71a6TUQ1r409rGo9pnVMcN51r+7z1nNvxe74+yq82t6NxYg6148X9rzyGWJ6Y50psjiFA4KeABuBPC88IECBAgACBgQRyNzduMo6LlLPbO/KLnmd89sy+su2La6NnbUf1vPt5iMe3yC+OVapDi3lK4/d87yi/1rm1Hq+njbEJEOgvoAHY39gMBAgQIECAAIHHBI5uMGMgd28Ma+eJ843yOGvcvf3urofe8Y08fs2aGtG3Ju7gHmM/2j99Px5TW7f02NIxZ8ctjfX0e0c55nIL24+O3eaSG2u735XXuXhijD3nvhKvYwgQ+CmgAfjTwjMCBAgQIEBgEIF4I7ENx43FVuTn65zZzz3+esZwK7LOa7Uds5Zv1iV8L2znv/pdEcapPbZ2v9qKbXOoPW6E/WosjvKL77cYq7dJjDHG3Hs+4xMgUC+gAVhvZU8CBAgQIECAwJAC8YarFFzLm7HcfE/MEXJsOU/J7Kn3VsvnKTfz1AnkPq+lo3NrMm6/MmZpvtJ7cc7SPnfeC7n0mKPW6MzcYd/SuGfGumN2FEcYO8b5VEx38nEsga8I/PbjA/nnV5KVJwECBAgQIDC+QLxp2EbqkmUr8vMG69d3/rmlpV2uPmHG2nlKY/wz8vyr2rn2Rrgyfzrf3vHp+3tzxm13jo1jeBxLYK+mMcLadRH3v/tYiqVm7LPx3p2vFNPZWEpjxfdq4m0xb808IaYWc8Xc3niszTONbfac01w8JzCbgF8AzlYx8RIgQIAAgYUFrtxMLMxRTK3G6skbrdxcNXEWE238Zm08s+TTmMdwDQVya6jhFM2GuhprPK72c1UbcBy3dv/a/cK4R7Gm75+NIz22FNPZcUtjvflejec2vq3RKBbbuELco8S2NfSawFUBDcCrco4jQIAAAQIEHhNwEf5P6r0blX/u0efGJTdvrj65/bexPvX6bjx3j38qT/O8L5D7TPSOLMx7dp22iDWOcXburUccZ7v9rdd389mLe7Qc92I8sy3mc9Vqe1wc70wMZ/fdzpk7Puz3RDy5+W0n0FpAA7C1qPEIECBAgACBSwK5C/KvXHxv88/lvd1vi507brvf2ddH827HO7v/9vjS67M53o3l6PjaeI7GKeXsPQK1AmE91qy12nVbO2/Yr8eYZ+av2bfWp2asM/vMYHMmn+2+Mb+atbc9Nn199/h0LM8JEPingAbgPz28IkCAAAECBF4Q+PoF/17+YVu8oYol2dsvvhcet/un7915Xpq315wx3jvjl+KO4x89Ho1xJ76jub0/h0BYA+k6GWFNjBDDyNWLPmndesUb5+o1/mjjpvk+4Tta/uIhMLKABuDI1REbAQIECBD4uEB6I7EqRe0N0tF+Payuznl0XKxlj5jj2GdiyO2b2x7naBF/izFiPB7fE1DH9+zvzJzW7ejzfnaedOyzx66y/9agtXFvp238veczPoHeAhqAvYWNT4AAAQIECBQFZrshKCZz8s1Wube+SamJ68qcV445SfqPX2KVjj2K5cjg6PjS3N4jQGA8gfQzffT5L0WfjlPa74vvbW3uOPfy28bYax7jEnhDQAPwDXVzEiBAgAABAocCq1+En7nxye3b2ig3z7ZYV+a9csx23qPXPeNP534il3Q+zwkQeFbAZ/wZ761z7Xd4q+i287ca1zgERhXQABy1MuIiQIAAAQIfEMhd7K98UZ7L+c1yn4lp1NrU5HA39rvHv1ljcxMgQGB0Ad+xo1dIfLMLaADOXkHxEyBAgAABAtMI1DSp0mRK+9+9USqNncaQPq+Z88q46RxXnh/NWRP30bwtxjiaw/sECBAgQIAAgV4CGoC9ZI1LgAABAgQIFAVyTZtVGy25fItIHd68EseoNanJpUXsLcboUEpDEiBAgAABAgSqBTQAq6nsSIAAAQIECBC4JnDUqIoNpqP90tnP7Jsed+Z5jOvMMbl9Y7wtxoxj5eaK21vM1WKMGI9HAgQIECBAgMBbAhqAb8mblwABAgQIEPhFYLVmS02jKs05PK855he4xhvSmBoP/e/8ro5/xubqHGm+LcaI452JPR7jkQABAgQIECDQSkADsJWkcQgQIECAAAECiUBNw2evwRS21RybTNXs6V48zQa/MdAZjys5bM2vjHEjPYcSIECAAAECBLoLaAB2JzYBAQIECBAgsBU409DZHjvD65r8Sk2mbUOqZ86lOGrnrcm3dqx0vzPj3s3j7vFp3LXP35izNjb7ESBAgAABAmsJaACuVU/ZECBAgAABAi8LHDWtRmn6tIjjKNe9UtTMe2bcmvH24rCNAAECBAgQIPAlAQ3AL1VbrgQIECBAYGCBFRo5R42ruznePb5V+Y/y3JunJvYz49aMtxeHbQQIECBAgACBLwpoAH6x6nImQIAAAQIvCpxp8rwY5umpj/KavWF1lN8R2N3j4/izO8Y8PBIgQIAAAQIEnhTQAHxS21wECBAgQIDAcgI1ja0Zm1Y1eT1ZzBkNn/QxFwECBAgQIECgJKABWNLxHgECBAgQIPCIwKzNnZom2Sy51eRytBhiri3GinPFMeNrjwQIECBAgAABAucFNADPmzmCAAECBAgQIPCvoyZXj8ZVmLPVuEfxnynxNqbw+u742zHPxGNfAgQIECBAgACBfwpoAP7TwysCBAgQIECgo8DdplDH0E4NfZRHz+bV0dynErm5cynPq03A0pg3w33t8JFq9hqCiQkQIECAAIFXBTQAX+U3OQECBAgQIDCbwFEzp1UD62oDrafn2dzO7t8zdmMTIECAAAECBL4soAH45erLnQABAgQIDCAwS5PoqPEXKGfJpbbsq+VTm/cT+7F9QtkcBAgQIECAQBTQAIwSHgkQIECAAAECGYG3mn+hSVQzdybsS5s1pi6xOYgAAQIECBAgMLSABuDQ5REcAQIECBAg8LbAUQOud8Msjn8Ux1WnOP7V4x1HgAABAgQIECAwvoAG4Pg1EiEBAgQIECDwgkBNw+3J5tmTc73AbUoCBAgQIECAAIGOKq57EwAAN9VJREFUAr93HNvQBAgQIECAAIEpBUZr/k2JKGgCBAgQIECAAIFhBDQAhymFQAgQIECAAIERBDT/RqjCOjHUrKd1spUJAQIECBAgMKqAPwEetTLiIkCAAAECBB4VqGnU+DPcR0uy7GTW0bKllRgBAgQIEBhWwC8Ahy2NwAgQIECAAIGnBDT/npI2DwECBAgQIECAwBsCfgH4hro5CRAgQIAAgSEEahp/IVC/2BqiXIIgQIAAAQIECBC4KKABeBHOYQQIECBAgMDcAjXNP42/uWv8dvQ1a+ztGM1PgAABAgQIfEPAnwB/o86yJECAAAECBBKBmsaM5l8C5mkzAeuqGaWBCBAgQIAAgRMCfgF4AsuuBAgQIECAwNwCNY2/kKEmzdx1Fj0BAgQIECBAgMA/BTQA/+nhFQECBAgQILCoQE3zT+Nv0eJLiwABAgQIECDwcQENwI8vAOkTIECAAIHVBWoaf8FA82/1lfBsfrXr7tmozEaAAAECBAh8VcC/AfjVysubAAECBAgMItCzUVIzdmj8af4NshgWD8M6W7zA0iNAgAABAgML+AXgwMURGgECBAgQIHBNoKbxF0bWkLnm6ygCBAgQIECAAIG5BDQA56qXaAkQIECAwNQCoeG215yL2+405OIYtUB35qqdw34ECBAgQIAAAQIERhDQAByhCmIgQIAAAQIE/i0Qmni1jbmzDb9IXDt+3N8jgbMCV9fm2XnsT4AAAQIECBCoFdAArJWyHwECBAgQINBEIDTgSg2S0nt3A9D8uyvo+KsC1t5VOccRIECAAAECLQQ0AFsoGoPARwW2N+lubj66EKRN4ILAURPwwpDFQ3w/FXm8SYAAAQIECBAgsLiA/xXgxQssPQK9BLbNvzBP2La3vVcMxiVAYG6BJ5pyYY4n5pm7EqJvKeA82FLTWAQIECBAgEArAb8AbCVpHAIE/haINz9uuv8m8YQAgYxA/J6I3xuZ3U5tjmOeOsjOBAgQIECAAAECBBYW0ABcuLhSI/C2QLyhdzP+diXMT2B8gfg9Eb83zkQcjz1zjH0JPClgjT6pbS4CBAgQIEBgT0ADcE/FNgIEmgrEG3o3QE1ZDUZgSQHfE0uWVVIECBAgQIAAAQIvC/g3AF8ugOkJfEkgNgK/lLNcCRAgQOA7As5z36m1TAkQIECAwGwCGoCzVUy8BAYW8MudgYsjNAIECBAgQIAAAQIECBD4rIAG4GdLL3ECfQRCE1AjsI+tUQkQIEBgPgHnxPlqJmICBAgQILCigAbgilWVE4EBBPYagW6CBiiMEAgQIECgi4A//+3CalACBAgQIECgkYD/EZBGkIYhQGBfQNNv38VWAgQIECBAgAABAgQIECDwlIBfAD4lbR4CBAgQIECAAIFPCfgvwT5VbskSIECAAIGhBTQAhy6P4AjMJeDPn+aql2gJECBAoI2A818bR6MQIECAAAEC/QQ0APvZGpnA0gJ+1bB0eSVHgAABAgQIECBAgAABAgsJaAAuVEypEBhBwK8gRqiCGAgQIEDgbQH/RdnbFTA/AQIECBAgkApoAKYanhMgcErAzc0pLjsTIECAAAECBAgQIECAAIFXBDQAX2E3KYG1BfwKcO36yo4AAQIECBAgQIAAAQIE5hLQAJyrXqIlMJyAXwEOVxIBESBAgMCDAv5LrwexTUWAAAECBAhcFtAAvEznQAIESgJuiEo63iNAgACBlQX8l2MrV1duBAgQIEBgTgENwDnrJmoCQwnkbnQ0AYcqk2AIECDwCYFw7on/+UTCkiRAgAABAgQIVAhoAFYg2YUAAQIECBAgQGB8ge1/8bR9PX4GIiRAgAABAgQI9BHQAOzjalQCnxPwK8DPlVzCBAgQmEKgZxOw59hT4AqSAAECBAgQmEZAA3CaUgmUAAECBAgQIECAAAECBAgQIECAwHkBDcDzZo4gQCAj4FeAGRibCRAgQOARgSfPQ7lf/+VieATAJAQIECBAgACBjIAGYAbGZgIE2grkbpTazmI0AgQIECBAgAABAgQIECBAYCugAbgV8ZoAgVsCfvlwi8/BBAgQIHBTIHceeuK/iMrNfTMlhxMgQIAAAQIEbgtoAN4mNAABAluB3A3QEzdf21i8JkCAAAECUcB5KEp4JECAAAECBL4moAH4tYrLl8DLAm6+Xi6A6QkQIPABgdx/ERVSb3EeajHGB8ogRQIECBAgQGAgAQ3AgYohlLUEws1B+p+1sjvOpnTzdXy0PQgQIECAwD2B0nmoRwOvNN+9TBxNgAABAgQIELgvoAF439AIBH4R2Lux2Nv2y4GLbcjdDH3RYrHSSocAAQJTCOTOQyH4cC5yPpqijIIkQIAAAQIEGghoADZANAQBAgQIECBAgMCYAqUmYIhYE3DMuomKAAECBAgQaCvwR9vhjEaAAIF/CoQbr72bq7Dt6KYsHWlvjPT9M2Olx3lOgAABAusL5M5FMfOz56R4nEcCBAgQIECAwCwCGoCzVEqcBBYWOGru1aTu5q1GyT4ECBD4rkBNEzDo+C+UvrtGZE6AAAECBFYW0ABcubpyG0rgyzcUuZuuFo2/oYosGAIECBAYWiB3PkqDdm5KNTwnQIAAAQIEVhHQAFylkvIgMKCAm6gBiyIkAgQIfFygpgl4lujL/yXfWSv7EyBAgAABAu8IaAC+425WAtMLjNbcc/M1/ZKSAAECBB4TiOeM0c5ljwGYiAABAgQIEPicgAbg50ouYQLXBEa5SYo3bdeycBQBAgQIEPgpEM8pd85xcYyfo3pGgAABAgQIEBhPQANwvJqIiMArAndufloF7CaqlaRxCBAgQOCMQDz/nDkXxmPOzGNfAgQIECBAgMBbAhqAb8mbl8BLAmdubp4M0Y3Uk9rmIkCAAIE9AeeiPRXbCBAgQIAAgRUENABXqKIcCFQKvNX8295Q7cURtm33q0zLbgQIECBAgAABAgQIECBAgEBBQAOwgOMtAgTKAq0bdpqAZW/vEiBAgAABAgQIECBAgACBKwK/XznIMQQIfFsgNP7uNP/uHPttedkTIECAAAECBAgQIECAAIHzAn4BeN7MEQReE9j709lcMFeabLlj0nlz++TiyG0P46Tjxv38CjBKeCRAgAABAgQIECBAgAABAm0ENADbOBqFQHeBvWZZadJ0/1LTrvReHL9mn7hvi0dNwBaKxiBAgAABAgQIECBAgAABAn8JaABaCQQGF0gbeVdDbTFGOvfeeFeahOGYvbHSuTwnQIAAAQIECBAgQIAAAQIE7gn4NwDv+TmaQFeBEZtjuZjC9tx7JaRc4/DKWKV5vEeAAAECBAgQIECAAAECBL4qoAH41crLe3iBWRtgs8Y9/IIQIAECBAgQIECAAAECBAgQuCjgT4AvwjmMwJsCuV/NhZh6NuBqx97brxRz7k+Bwzil496sgbkJECBAgAABAgQIECBAgMAsAhqAs1RKnAR+CNQ0w9J99hpxW8i4T3rcdp8WrzXzWigagwABAgQIECBAgAABAgQInBfwJ8DnzRxBYEmB2Ag8m1yrxmFunKtxnc3D/gQIECBAgAABAgQIECBAYFUBDcBVKysvAhcEQrMt/md7eKkRl2vebcfwmgABAgQIECBAgAABAgQIEHheQAPweXMzEnhEINewq23WxUZgfDwKOoxbO3ZurNzxuVxy49hOgAABAgQIECBAgAABAgQI/BTwbwD+tPCMwPACrRphsdF2d7w4TgoXtu2Nu7dvepznBAgQIECAAAECBAgQIECAQB8BDcA+rkYlMKTAtgmXa9bVBL8dKz2m9F66397zXEyhqXhn3L25bCNAgAABAgQIECBAgAABAl8Q8CfAX6iyHAn8RyA00eJ/IsqVptqVY+J8HgkQIECAAAECBAgQIECAAIFnBTQAn/U2G4FhBNI/0w0NvfifUoA1+5SOr30v12BMY64dy34ECBAgQIAAAQIECBAgQODrAv4E+OsrQP4ENgK55ttmNy8JECBAgAABAgQIECBAgACBSQT8AnCSQgnzewJfb8Tl8vcrwO99FmRMgAABAgQIECBAgAABAvcENADv+TmaQDeB3o2uXIOtW0IGJkCAAAECBAgQIECAAAECBF4R0AB8hd2kBMoCPZt/ofE3S/MvF2dPn3JlvEuAAAECBAgQIECAAAECBOYT8G8AzlczEU8qEJpWuYZWTOmosbU9/mj/OO72uLjdIwECBAgQIECAAAECBAgQILC+wG8/GgN/rp+mDAk8L7DXnCt93Pb2T6MuHZvut+LznM2XTVass5wIECBAgAABAgQIECBAoI+AXwD2cTUqgV2BXCNrd+dko0ZXguEpAQIECBAgQIAAAQIECBAgcErAvwF4isvOBOoFWjXtWo1TH/l4e+YMrjZUx8tQRAQIECBAgAABAgQIECBAoJ+AXwD2szUygVsCuabXrUEdTIAAAQIECBAgQIAAAQIECHxOwC8AP1dyCT8pcLWJd/W4J3N7eq6ciV8BPl0J8xEgQIAAAQIECBAgQIDAbAIagLNVTLzTCeQaV7lEzu6fG8d2AgQIECBAgAABAgQIECBAgEAQ8CfA1gGBBwQ09dogB0e/+GtjaRQCBAgQIECAAAECBAgQ+I6ABuB3ar1EpnvNH821JUp7K4mwLqyDW4QOJkCAAAECBAgQIECAAIGFBfwJ8MLFXS21veZfyDG3fbX85UOAAAECBAgQIECAAAECBAgQuCKgAXhFzTEECLwmkPuln0bwayUxMQECBAgQIECAAAECBAgMLqABOHiBhEeAAAECBAgQIECAAAECBAgQIEDgjoAG4B09xz4qkPvl16NBmOwxgfCLvvif7aTWwlbEawIECBAgQIAAAQIECBAgkBfQAMzbeGdAgVzjp8eff8bmU4+xB6QdKqSt+fZ1Ltja/XLH206AAAECBAgQIECAAAECBFYU0ABcsaqL55RrArZMe9tI2r5uOZex6gS2NXhiHdRFZi8CBAgQIECAAAECBAgQIDC2gAbg2PURHQECicC2CZi89ffTmn3+3tkTAgQIECBAgAABAgQIECDwAQENwA8UWYrnBDSQznn12Lv06760PqX9esRlTAIECBAgQIAAAQIECBAgMKOABuCMVRNzN4G0udRtEgNXCZSae6FOpVqV3qua3E4ECBAgQIAAAQIECBAgQGAhgT8WykUqEwicbcyUmkCt0y3F9mQcrfOaebzgXqpL6b2Z8xY7AQIECBAgQIAAAQIECBBoKaAB2FLTWL8I3G3QpMf3asKlc/ySwI8Nvebdm8u2XwWOmoC/HmELAQIECBAgQIAAAQIECBAgkApoAKYant8SOGqk3Rr8x8Fx/BYNuTjWUUwt5jqaw/vHAleagKHG6ndsaw8CBAgQIECAAAECBAgQWF9AA3D9GnfLsLaJ1jqAq/OePU7zqHXl7o13pQl4b0ZHEyBAgAABAgQIECBAgACBNQQ0ANeo46NZnG2kPRrcZrKrsWr+bSAHeRnrcrWug6QhDAIECBAgQIAAAQIECBAg8KiABuCj3PNO1rrhEhs5JZGrc149LsRSE1cpZu89IxDrdKfWz0RqFgIECBAgQIAAAQIECBAg8L7Abz9upP98PwwRjCrQqsFyZ5m1iqFkfCe+0rje6y9QWh/q2t/fDAQIECBAgAABAgQIECAwvoBfAI5fo8cjLDVUaoJp3XSJ492Nay/2OPbee7bNIRBr2GN9zCEgSgIECBAgQIAAAQIECBAgUBbwC8Cyz2fevdM8iQ2YJ7DuxBnjezLeOKfHZwTS9aHOz5ibhQABAgQIECBAgAABAgTGF/ALwPFr1C3CtFlyZZKnGyxX4306ziuWjmkjoNZtHI1CgAABAgQIECBAgAABAmsJaAC+UM+zjazWTY2z86dErWNJx849vxrv1VjT+a6OkcvFdgIECBAgQIAAAQIECBAgQIDA0wIagA+Jp02ls1OGY+80ou7MHWO9M38c4+ixRZxHc5Te35v/rn1pPu8RIECAAAECBAgQIECAAAECBJ4Q0ADsrLzXVLoyZTrOUTMu3ffKXPGYo3nifi0eW8WcxtJjzHR8zwkQIECAAAECBAgQIECAAAECMwhoADau0hNNp55zPNn0a0xvOAIECBAgQIAAAQIECBAgQIAAgR0BDcAdlLObejbkzsZyZf/Zmn578faqwd5cV4wdQ4AAAQIECBAgQIAAAQIECBB4S+C3Hw2OP9+afPZ57zSdatjvjF9jWxNDzTit9inlWxNr6fgrMdbMeWVcxxAgQIAAAQIECBAgQIAAAQIEnhTQALyofaXZdLWhdGWuvbSuzr831qjbWlh9wWnU+omLAAECBAgQIECAAAECBAgQaC+gAXjS9EqDqVVD6czcreY8yTPM7rVWX3capmACIUCAAAECBAgQIECAAAECBLoJaABW0tY2lOJwGktR4r3HszULkarbe/UyMwECBAgQIECAAAECBAgQINBHQAPwwPVME0nz6ADzpbfP1HAboppuRbwmQIAAAQIECBAgQIAAAQIEZhNYrgGYa/ZcaeTkxtor8pXx98axrZ/AmXpuo1DfrYjXBAgQIECAAAECBAgQIECAwCwCSzUAjxo8Z5o4R2PFAp8ZMx7j8V2B2tpuo1TrrYjXBAgQIECAAAECBAgQIECAwAwCyzQAa5s6R02cVuPMUPyvx1hb663T0Rra7u81AQIECBAgQIAAAQIECBAgQOBNgSUagGcbOXsNnNox9o59s4DmbiNQW/84m3UQJTwSIECAAAECBAgQIECAAAECowv8MXqAR/GdbdyE8cIxsYFTe3zc/yge788psFff2rUxZ8aiJkCAAAECBAgQIECAAAECBL4iMPUvAEsNmtjQKe1TW+Q4Vu3+9ltHoLR+rIt16iwTAgQIECBAgAABAgQIECCwssDvsyZX25i526S5e/ysvuL+SyDU3xqwGggQIECAAAECBAgQIECAAIGZBaZrAIbGX23zLxbmSgNH4yfqecwJlNZh7hjbCRAgQIAAAQIECBAgQIAAAQJPC0zVADxquJQafaX3UnSNv1TDcwIECBAgQIAAAQIECBAgQIAAgdkFpmgAHv3qLxShpsFX2kfjb/al3Df+0trpO7PRCRAgQIAAAQIECBAgQIAAAQL3BIb/XwE++tVfSP9Mc+bMvvdoHU2AAAECBAgQIECAAAECBAgQIEDgfYGhfwHYuvn3PrcICBAgQIAAAQIECBAgQIAAAQIECDwr8NovANPm3pVf5V055llasxEgQIAAAQIECBAgQIAAAQIECBB4X+CVBmDa/AsE29dHLJp/R0LeJ0CAAAECBAgQIECAAAECBAgQIPCXwCsNwKv4Gn9X5RxHgAABAgQIECBAgAABAgQIECDwVYGpGoBXipT+ulAD8YrgfMeo+Xw1EzEBAgQIECBAgAABAgQIECDQT2Do/xGQNO0rzbu0ERTG2r5Ox/d8foFQ322Nt6/nz1IGBAgQIECAAAECBAgQIECAAIFzAlM0AK80/84x2Ht2AY2+2SsofgIECBAgQIAAAQIECBAgQKCXwPJ/AtwLzrhjCGj8jVEHURAgQIAAAQIECBAgQIAAAQLjCkzxC8ArfBpDV9TmOqamxq1+PVoz11x6oiVAgAABAgQIECBAgAABAgS+IvDoLwCvNFFaNXBCQVuO9ZUFMmqeNWupVb1zc7Uaf1RjcREgQIAAAQIECBAgQIAAAQJrCDzSAMw1UEqEmislne++V7uWWq2f2vm+WxGZEyBAgAABAgQIECBAgAABAqMLdG0A3mmehGNbNXFGL4L4jgVq11LLNVOas+U8x9nbgwABAgQIECBAgAABAgQIECBwXaDbvwFYap6k4ZYaKbVjpOOVnrcerzSX99oIhJrV1q20ls5GU5qz5Txn47I/AQIECBAgQIAAAQIECBAgQOCswG8/mhl/nj2otH+pcZIel05bc0y6fzpO6Xlu3CtjlebxXnuBXO32ZmpZz6N5W861l4ttBAgQIECAAAECBAgQIECAAIHWAk3/BPioeRKC32ughG1Hx4b3945tDWK8dwWO1kEaXcv1UDNvy/nSPDwnQIAAAQIECBAgQIAAAQIECPQUaPoLwKMmSk0D5WiMgFEzTkTLjXdmjDiWx34CuTrtzdiydrXztpxzLyfbCBAgQIAAAQIECBAgQIAAAQK9BJo1AEuNlLPNk9JYEaJ2zNJYtWPEOT32ESjVKJ2xVb1q54tzt5o3jueRAAECBAgQIECAAAECBAgQIPCkQNM/Ad4GfrVxEo4726TZzh1fl8YKc1yNMY7v8brAmRq3qNOZ+UJWLea8ruNIAgQIECBAgAABAgQIECBAgEAbga6/AGzRQCk1bc6MXxonUJ4Zqw39d0c5qkUqc7cuZ+aK896dM47jkQABAgQIECBAgAABAgQIECAwgkDXXwC2SDA0Y640cbZzH40T5tD42aq1fX2mjndrcWaumOXdOeM4HgkQIECAAAECBAgQIECAAAECIwn8PlIwuVhyjZmzTZ7cOHHes+PF4zweC9Tahhod1ak0W5indq44zt054zgeCRAgQIAAAQIECBAgQIAAAQIjCkzRACzBXWn2tByvNJb3/vXvZlxtjTT+rBgCBAgQIECAAAECBAgQIECAQHuB4f8EOKYcmkO1jaR4TO7xaKwwz51mVG7eL20/U6s71mfmif535otjeCRAgAABAgQIECBAgAABAgQIzCIwTQMwgB417s6gH42lCXhG8+e+ZxpydxpxZ+YJ0d2Z62d2nhEgQIAAAQIECBAgQIAAAQIE5hOYqgHYmlcTsJ3omYbc1WbcmTliZlfnisd7JECAAAECBAgQIECAAAECBAjMLjBdA3DbtLvb4InH55pLYXvcZ/Zi94g/57Y31xXHM+Onc16ZKz3ecwIECBAgQIAAAQIECBAgQIDAKgLTNQADvObO+8vvTGPuSr3OjJ9qXJkrPd5zAgQIECBAgAABAgQIECBAgMBqAr/9aJj82SKpXMOm0fAtQjwcI5dDOHCmPA4TvbFDyWg77BmzM+Nu5wmvz8y1d7xtBAgQIECAAAECBAgQIECAAIFVBZo1AANQrokzU3Mml0PIb6Y8Qrwt/6/ksp3nyOnMWNuxt6+P5tru7zUBAgQIECBAgAABAgQIECBA4GsCU/4JcM8ihYZSrkEVtn+t4ZSz2KvBkc2ZsfbGj9uO5on7eSRAgAABAgQIECBAgAABAgQIEPjxo70fzZQmfwIcMXNNnsbTxOm6PebyCBPOlssVpFL+2/FKHmfG2Y6bvi7Nke7nOQECBAgQIECAAAECBAgQIECAwD8FHmsAxmlnauSUmlcz5RHtax5LOW+P3zM4c/x2vL3Xe3Ps7WcbAQIECBAgQIAAAQIECBAgQIDAvkDzBmCY5qgJNFNTp5TLTHnsl/+fW0u5pnvu5V17bDrO9vneuNt9vCZAgAABAgQIECBAgAABAgQIEDgn0KUBGEI4agjN1Owp5TJTHrmlUcpve0zI98z+2+PT1yvYpfl4ToAAAQIECBAgQIAAAQIECBAYUaBbAzAkW9MomqUJVMpllhy2C7CU03bfmOOZY7ZjxNdxrPjaIwECBAgQIECAAAECBAgQIECAQD+Brg3AGPZR02iWhlApj1lyCDUp5RFrFh/TvM4cF48Pj+kY6XbPCRAgQIAAAQIECBAgQIAAAQIE+gs80gAMaRw1j2ZpEpXymCGHUvzpctvmUntcHGN7fNzukQABAgQIECBAgAABAgQIECBA4FmBxxqAIa2jJtIsTaNSHqPmUIp5u+S2OdQeuz1uO67XBAgQIECAAAECBAgQIECAAAECzws82gAM6R01k2ZpIpXyGC2HUqzpktuLu3Ts3v7peJ4TIECAAAECBAgQIECAAAECBAi8L/B4AzCmXGoshX1maC6Vchgl/lKMsRa5WEvH5o6JY3okQIAAAQIECBAgQIAAAQIECBAYQ+C1BmBIv9RgijyjN5pKObwdeym24LsX39ExueNivTwSIECAAAECBAgQIECAAAECBAiMJfBqAzBQ1DScwn57zaqwfYT/K+XwRtyleKLXNq6aY8Kx2+PieB4JECBAgAABAgQIECBAgAABAgTGFHi9ARhYaptPYd9RG1ClHJ6KuRRDsIv/t43n6nFxPI8ECBAgQIAAAQIECBAgQIAAAQLjCgzRAIw8szeiSvFvm24x51aPpbnTOdI4ao8Jx6fHpeM9+Xwv3hHietLAXAQIECBAgAABAgQIECBAgACBswJDNQBj8HuNnvhe+jhi8+co9h4xH80ZzMK8NfulvvF5j5jj2LWPV2NPxx8hjzQezwkQIECAAAECBAgQIECAAAECTwgM2QAMiZ9t+IzU3Dkbe1ros3ncmSudN31+Nob02F7Pe+SZxjpizml8nhMgQIAAAQIECBAgQIAAAQIErgoM2wCMCZ1t/IzSyDkbd8z37cdR/LYOb3iOarG18ZoAAQIECBAgQIAAAQIECBAgUBIYvgEYgz/bABqheXM25pjrG48jeB3l/ZbnDDZHdt4nQIAAAQIECBAgQIAAAQIEviswTQMwluhuE+ipZs7dOGO+vR+f8uiRx9PGM1v18DcmAQIECBAgQIAAAQIECBAgMIfAdA3AyNqq+dO6qdMqrphn68fW+baOr8d4rWvyRcMedTEmAQIECBAgQIAAAQIECBAg8IzAtA3AyNO6uRPHDY+1jZ6eMaTx1D6vjbt2vJX3u1o7xiuvCrkRIECAAAECBAgQIECAAIG1BKZvAKbluNrMScd4+/mZxtJevmeOT3NNx7o6Rjre7M9Tj71cGO2p2EaAAAECBAgQIECAAAECBAiMKLBUAzACHzVv4n5PPqYNo6P40n1LMe6NU3tsOm6rcdIxWz7fi692/Cse6dilue+Onc7jOQECBAgQIECAAAECBAgQIECgl8AfvQZ+c9xcY6bUzOkV714sYVsplvDe3nE9YizF0WO+s2Peje+u5VGtzuZjfwIECBAgQIAAAQIECBAgQIDA0wJLNgBziGlT7W5jKTdH2J7Ok9vvqLF0t3GVm9f2eoGea6Q+CnsSIECAAAECBAgQIECAAAECBO4JfKoBmFKVmnRXGz+lMdO54/NRm4Bn84j5tH68Woe7cbw17924HU+AAAECBAgQIECAAAECBAgQ2BP4bANwDyNue7IBFufKNZ3C9rhPjK/VY27OVuOfGadXLDV2V+auGfdM/vYlQIAAAQIECBAgQIAAAQIECPQS0ADsJXty3NBQyjWi4vYnmk6954i5nOSp3r02/jtx1M5RHbQdCRAgQIAAAQIECBAgQIAAAQIdBTQAO+KeHTo0lkqNqfjeDA2oGOtZg9r97xhcje3OnLV52Y8AAQIECBAgQIAAAQIECBAg0FpAA7C16M3xjpqAYfirDayboe0e/nQsTzfhnp5vF9lGAgQIECBAgAABAgQIECBAgMANAQ3AG3i9Dq1pAvaaOzfu042+NI43mnBvzJnm7DkBAgQIECBAgAABAgQIECBAoJWABmArycbjxAbU2cZbun8c42xo6Rhnj72z/9V4z84Z5tnL8an5z8ZrfwIECBAgQIAAAQIECBAgQIDAHYHffjQ9/rwzgGOfEdhrWNXMXCrv1TFr5i3tU4qpdJz3CBAgQIAAAQIECBAgQIAAAQIEzgv4BeB5s1eOiE2zVk27VuOUMGLMpX28R4AAAQIECBAgQIAAAQIECBAg0FdAA7Cvb/PRY1PtTgPvzrF7CcWY9t6zjcCeQLoGrZ89IdsIECBAgAABAgQIECBAgEA7AQ3AdpaPjhSaJmkT5YnJNWqeUF5/ju26Da+trfXrLkMCBAgQIECAAAECBAgQeE9AA/A9+6Fn1pAZujyCI0CAAAECBAgQIECAAAECBAhUC/xevacdpxPINfFK28N7ufenAxDwNALbXwVOE7hACRAgQIAAAQIECBAgQIDABAJ+AThBkc6GWNPAq9nn7Lz2J0CAAAECBAgQIECAAAECBAgQGE/ALwDHq4mICCwtoPm8dHklR4AAAQIECBAgQIAAAQIDCmgADliU2pA0Umql7EeAAAECBAgQIECAAAECBAgQ+K6APwH+bu1lTmBagfTfDNQIn7aMAidAgAABAgQIECBAgACBhwT8AvAh6CenSZsjT85rLgJ3BGrX7Xa/7es7MTiWAAECBAgQIECAAAECBAisKKABOHlV/fpp8gJ+NHzr9qOFlzYBAgQIECBAgAABAgQIvCKgAfgKe/9J/Sqqv7EZ2gscrduj99tHZEQCBAgQIECAAAECBAgQIDC/gH8DcP4a/iv8mkpjZIFCSmFXwNreZbGRAAECBAgQIECAAAECBAhUC2gAVlPZkQCBlgKlxrWmX0tpYxEgQIAAAQIECBAgQIDA1wX8CfDXV4D8CQwmcLb5598THKyAwiFAgAABAgQIECBAgACB4QT8AnC4krQLKDRSNEfaeRrpusDZpl7tTNZ3rZT9CBAgQIAAAQIECBAgQODLAhqAi1S/9OeUi6QojcEE0qZebMSl23qFG+fqNb5xCRAgQIAAAQIECBAgQIDAagIagKtVVD4EHhDYNvq2r3uEoPHXQ9WYBAgQIECAAAECBAgQIPAFAQ3AL1RZjgQmFtD4m7h4QidAgAABAgQIECBAgACBIQQ0AIcoQ78gwi+zNFD6+a488hO/6hvRL83bZ2fEComJAAECBAgQIECAAAECBM4KaACeFbM/gZcE0sZUTQh3mldn52oVz968YdudXGpii/ts539y7hiDRwIECBAgQIAAAQIECBAg0Frg99YDGu89gVyTZNvUeC9CM18VuFLDcMyV467GmDsurMvc2swds90+Qh7bmLwmQIAAAQIECBAgQIAAAQKzCPgF4CyVEufwAtsm1d2mV0x4O27cXvsYj6+NJ+5fO37L/UKMufnj9to8zsYVxz97nP0JECBAgAABAgQIECBAgMDoAn4BOHqFTsbXqzlyMozP7b7XPNrbdhamxRhxzr2xwrb4n7jf249Ha3gvj14xH8XSa17jEiBAgAABAgQIECBAgACBlgJ+AdhSc+CxQtNEM2PgAj0UWroOto207es0pNq1UxojHe/oeZivNFZ8rzauo/nieEf7eZ8AAQIECBAgQIAAAQIECMwooAE4Y9UOYj5qnhwc7u3JBPaaYC0bWnvjP0FUs4738jwT797xMbcz48RjPBIgQIAAAQIECBAgQIAAgREFNABHrEqnmEKzQ1OjE+7OsLXWe02o2mN3pv33pnj83ti5Y7bb4xjb7U++DjGczeHs/k/mYy4CBAgQIECAAAECBAgQIPCGgH8D8A31B+YcoXnzQJrTThGaVPE/e0k80cQ6WiNPxLCX+3ZbiPMo1u0xd18/Pd/deB1PgAABAgQIECBAgAABAgRKAhqAJZ0F3xulqbMg7WFKseF3pgZHjaij94+COjo+xnw0zhPvH8XaKoan5mkVr3EIECBAgAABAgQIECBAgMCRgD8BPhKa+P3QyDjTbJo41Uuhpza9mz7pXGeD7R1bzTq5E//ZfEv7R4te8cTxSzF4jwABAgQIECBAgAABAgQIzCagAThbxRrEG5onX290bBtIvUy28zQoX5chapqAXSa+OOje+r1jvTfexdAcRoAAAQIECBAgQIAAAQIEhhPQAByuJALqKXCnSXQ2rrtzbY8/26TaHn8Ufxz/7HFH4z71foz/qfnMQ4AAAQIECBAgQIAAAQIEZhHQAJylUhfjDE2RNxs66dxvNmjSOC5Svn7YUznEOrWYL471Op4ACBAgQIAAAQIECBAgQIDAhwU0AD9a/NDc6d2c2TaQnphzW85tDNv333i95/5UnHtz5wzivldii8fmxradAAECBAgQIECAAAECBAgQeE5AA/A5azM9JDBywyrXGIvbr8ReyxrnqN0/7nf1uHi8RwIECBAgQIAAAQIECBAgQOBdgd/fnd7sTwjkGjg9m009x86ZhTnPzhtscj65efa2txgjjNsqnm2MreLbjus1AQIECBAgQIAAAQIECBAgML6AXwCOXyMRFgTONvziUD0aYmHMq/HEuOJjGt/dMdOx4vgeCRAgQIAAAQIECBAgQIAAge8I/PajOfDnd9L9dqa5RlLrJfDEPLk5ShVuned2rpqYesewjclrAgQIECBAgAABAgQIECBAgIBfAFoDTQVyTbC7ja/cuDXB3527Zg77ECBAgAABAgQIECBAgAABAgRGFdAAHLUyHeIKjbC9RlrY1qJJtjf2lTRajdMipyvxl45pZV2aw3sECBAgQIAAAQIECBAgQIAAgVRAAzDV8LyLQE0jrlXTLyRQM1+PRMO8LfPoEaMxCRAgQIAAAQIECBAgQIAAge8J+DcAv1fzbJPqbuNsr/mVG3Nv3zulyM1zZ8w7xx7lN1q8d3J1LAECBAgQIECAAAECBAgQIDC2gF8Ajl2faaI7aniFRGr2OZvwqI20EFePfM/62J8AAQIECBAgQIAAAQIECBAgoAH4wTWQa06FhlWPhlqrRliP2HqWP+fcc05jEyBAgAABAgQIECBAgAABAgS2AhqAWxGvmwrcaf7N1vBrCmewYQXurOk0Kes71fCcAAECBAgQIECAAAECBHoKaAD21B147FF/naYpMvCimTS0Vg271umHuKz31qrGI0CAAAECBAgQIECAAIE9AQ3APZUPbzvblLjbXFm9AbLXaF09594fn7trrnd8xidAgAABAgQIECBAgAABAqMJaACOVpEH49lrTp2ZvkUj5mzD8Ux8o+yr4ZevRIs1lB/dOwQIECBAgAABAgQIECBAgEAQ0AC0Dn4ReLopV9ME0kT7pUxDbqip5ZCBvxCUNf0CuikJECBAgAABAgQIECDwUYHfftyE/vnR3KX9H4Fc0+ZoaeSOewL2KLYnYph9jjfrN7tdiN8aXKGKciBAgAABAgQIECBAgMA3BPwC8Bt1Xi7L2ubV7E2a2jyXK3CHhGZfCx1IDEmAAAECBAgQIECAAAECHxHwC8CPFPoozVyjqdQ02Tsm3X/v/aM4eryfxtRj/F5jjuLXK787485a0zs5O5YAAQIECBAgQIAAAQIECFwV8AvAq3IfOS40oXLNlrA9bVJt99u+3iNLj99737b1BWrWyfoKMiRAgAABAgQIECBAgAABAv0ENAD72U418raZVxv83eZNzfGahLXVGGO/mpqOEakoCBAgQIAAAQIECBAgQIDANwT8CfA36lydZU2z7e0GT02MMeG3Y41xXH08k+vVOWY3upq34wgQIECAAAECBAgQIECAwFcENAC/UunKPGsbTppGlaB2I0CAAAECBAgQIECAAAECBAi8LPD7y/ObfjABjb3BCiIcAgQIECBAgAABAgQIECBAgMBNAQ3Am4ArHq4JuGJV5USAAAECBAgQIECAAAECBAh8VUAD8KuVP8hbE/AAyNsECBAgQIAAAQIECBAgQIAAgUkENAAnKdQbYWoCvqFuTgIECBAgQIAAAQIECBAgQIBAWwENwLaey4221wTc27Zc4hIiQIAAAQIECBAgQIAAAQIECCwi8McieUijo4CGX0dcQxMgQIAAAQIECBAgQIAAAQIEOgv4BWBnYMMTIECAAAECBAgQIECAAAECBAgQeFNAA/BNfXMTIECAAAECBAgQIECAAAECBAgQ6CygAdgZ2PAECBAgQIAAAQIECBAgQIAAAQIE3hTQAHxT39wECBAgQIAAAQIECBAgQIAAAQIEOgtoAHYGNjwBAgQIECBAgAABAgQIECBAgACBNwU0AN/UNzcBAgQIECBAgAABAgQIECBAgACBzgIagJ2BDU+AAAECBAgQIECAAAECBAgQIEDgTQENwDf1zU2AAAECBAgQIECAAAECBAgQIECgs4AGYGdgwxMgQIAAAQIECBAgQIAAAQIECBB4U0AD8E19cxMgQIAAAQIECBAgQIAAAQIECBDoLKAB2BnY8AQIECBAgAABAgQIECBAgAABAgTeFNAAfFPf3AQIECBAgAABAgQIECBAgAABAgQ6C2gAdgY2PAECBAgQIECAAAECBAgQIECAAIE3BTQA39Q3NwECBAgQIECAAAECBAgQIECAAIHOAhqAnYENT4AAAQIECBAgQIAAAQIECBAgQOBNAQ3AN/XNTYAAAQIECBAgQIAAAQIECBAgQKCzgAZgZ2DDEyBAgAABAgQIECBAgAABAgQIEHhTQAPwTX1zEyBAgAABAgQIECBAgAABAgQIEOgsoAHYGdjwBAgQIECAAAECBAgQIECAAAECBN4U0AB8U9/cBAgQIECAAAECBAgQIECAAAECBDoLaAB2BjY8AQIECBAgQIAAAQIECBAgQIAAgTcFNADf1Dc3AQIECBAgQIAAAQIECBAgQIAAgc4CGoCdgQ1PgAABAgQIECBAgAABAgQIECBA4E0BDcA39c1NgAABAgQIECBAgAABAgQIECBAoLOABmBnYMMTIECAAAECBAgQIECAAAECBAgQeFNAA/BNfXMTIECAAAECBAgQIECAAAECBAgQ6CygAdgZ2PAECBAgQIAAAQIECBAgQIAAAQIE3hTQAHxT39wECBAgQIAAAQIECBAgQIAAAQIEOgtoAHYGNjwBAgQIECBAgAABAgQIECBAgACBNwU0AN/UNzcBAgQIECBAgAABAgQIECBAgACBzgIagJ2BDU+AAAECBAgQIECAAAECBAgQIEDgTQENwDf1zU2AAAECBAgQIECAAAECBAgQIECgs4AGYGdgwxMgQIAAAQIECBAgQIAAAQIECBB4U0AD8E19cxMgQIAAAQIECBAgQIAAAQIECBDoLKAB2BnY8AQIECBAgAABAgQIECBAgAABAgTeFNAAfFPf3AQIECBAgAABAgQIECBAgAABAgQ6C2gAdgY2PAECBAgQIECAAAECBAgQIECAAIE3BTQA39Q3NwECBAgQIECAAAECBAgQIECAAIHOAhqAnYENT4AAAQIECBAgQIAAAQIECBAgQOBNAQ3AN/XNTYAAAQIECBAgQIAAAQIECBAgQOD/t2PHNAAAAAjD/LtGxcJTA5D0XCwgAMbA5gkQIECAAAECBAgQIECAAAECBAg8BQTAp75vAgQIECBAgAABAgQIECBAgAABArGAABgDmydAgAABAgQIECBAgAABAgQIECDwFBAAn/q+CRAgQIAAAQIECBAgQIAAAQIECMQCAmAMbJ4AAQIECBAgQIAAAQIECBAgQIDAU0AAfOr7JkCAAAECBAgQIECAAAECBAgQIBALCIAxsHkCBAgQIECAAAECBAgQIECAAAECTwEB8KnvmwABAgQIECBAgAABAgQIECBAgEAsIADGwOYJECBAgAABAgQIECBAgAABAgQIPAUEwKe+bwIECBAgQIAAAQIECBAgQIAAAQKxgAAYA5snQIAAAQIECBAgQIAAAQIECBAg8BQQAJ/6vgkQIECAAAECBAgQIECAAAECBAjEAgJgDGyeAAECBAgQIECAAAECBAgQIECAwFNAAHzq+yZAgAABAgQIECBAgAABAgQIECAQCwiAMbB5AgQIECBAgAABAgQIECBAgAABAk8BAfCp75sAAQIECBAgQIAAAQIECBAgQIBALCAAxsDmCRAgQIAAAQIECBAgQIAAAQIECDwFBMCnvm8CBAgQIECAAAECBAgQIECAAAECsYAAGAObJ0CAAAECBAgQIECAAAECBAgQIPAUEACf+r4JECBAgAABAgQIECBAgAABAgQIxAICYAxsngABAgQIECBAgAABAgQIECBAgMBTQAB86vsmQIAAAQIECBAgQIAAAQIECBAgEAsIgDGweQIECBAgQIAAAQIECBAgQIAAAQJPAQHwqe+bAAECBAgQIECAAAECBAgQIECAQCwgAMbA5gkQIECAAAECBAgQIECAAAECBAg8BQTAp75vAgQIECBAgAABAgQIECBAgAABArGAABgDmydAgAABAgQIECBAgAABAgQIECDwFBAAn/q+CRAgQIAAAQIECBAgQIAAAQIECMQCAmAMbJ4AAQIECBAgQIAAAQIECBAgQIDAU0AAfOr7JkCAAAECBAgQIECAAAECBAgQIBALCIAxsHkCBAgQIECAAAECBAgQIECAAAECTwEB8KnvmwABAgQIECBAgAABAgQIECBAgEAsIADGwOYJECBAgAABAgQIECBAgAABAgQIPAUEwKe+bwIECBAgQIAAAQIECBAgQIAAAQKxgAAYA5snQIAAAQIECBAgQIAAAQIECBAg8BQQAJ/6vgkQIECAAAECBAgQIECAAAECBAjEAgJgDGyeAAECBAgQIECAAAECBAgQIECAwFNAAHzq+yZAgAABAgQIECBAgAABAgQIECAQCwiAMbB5AgQIECBAgAABAgQIECBAgAABAk8BAfCp75sAAQIECBAgQIAAAQIECBAgQIBALCAAxsDmCRAgQIAAAQIECBAgQIAAAQIECDwFBMCnvm8CBAgQIECAAAECBAgQIECAAAECsYAAGAObJ0CAAAECBAgQIECAAAECBAgQIPAUEACf+r4JECBAgAABAgQIECBAgAABAgQIxAICYAxsngABAgQIECBAgAABAgQIECBAgMBTQAB86vsmQIAAAQIECBAgQIAAAQIECBAgEAsIgDGweQIECBAgQIAAAQIECBAgQIAAAQJPAQHwqe+bAAECBAgQIECAAAECBAgQIECAQCwgAMbA5gkQIECAAAECBAgQIECAAAECBAg8BQTAp75vAgQIECBAgAABAgQIECBAgAABArGAABgDmydAgAABAgQIECBAgAABAgQIECDwFBAAn/q+CRAgQIAAAQIECBAgQIAAAQIECMQCAmAMbJ4AAQIECBAgQIAAAQIECBAgQIDAU0AAfOr7JkCAAAECBAgQIECAAAECBAgQIBALCIAxsHkCBAgQIECAAAECBAgQIECAAAECTwEB8KnvmwABAgQIECBAgAABAgQIECBAgEAsIADGwOYJECBAgAABAgQIECBAgAABAgQIPAUEwKe+bwIECBAgQIAAAQIECBAgQIAAAQKxgAAYA5snQIAAAQIECBAgQIAAAQIECBAg8BQQAJ/6vgkQIECAAAECBAgQIECAAAECBAjEAgJgDGyeAAECBAgQIECAAAECBAgQIECAwFNgRp3Tp0GNHLUAAAAASUVORK5CYII=\n",
      "text/plain": "<IPython.core.display.Image object>"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "from IPython.display import Image\n",
    "Image(filename='1.3.nodes.png')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": "<IPython.core.display.Image object>"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='1.4.nodes_example.png')\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "我们比较不同的分类的\"好坏\"的标准就是判断是否\"纯\" （impure/impurity）\n",
    "\n",
    "Gini impurity/Gini index/\n",
    "\n",
    "$$ Gini Impurity = 1 -(Prob_{yes})^2-(Prob_{No})^2$$"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "text/plain": "0.3949652777777779"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1-(105/(105+39))**2-(39/(105+39))**2"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    " 左边：0.395"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "0.33622087733871275"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1-(34/(34+125))**2-(125/(34+125))**2"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "右边：0.336\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "source": [
    "# 加权处理：\n",
    "(144/(144+159))*0.395 +(159/(144+159))*0.336"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "0.36403960396039603"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "以此类推，\n",
    "1.Chest Pain = 0.364\n",
    "2.Good Blood Circulation = 0.360\n",
    "3.Blocked Arteries = 0.381\n",
    "4.weight\n",
    "\n",
    "有上述得出Good Blood Circulation = 0.360 最小（最纯）"
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    "选定root node之后<br>\n",
    "Good Blood Circulation<br>\n",
    "  --|------|----<br>\n",
    "  HD-----HD-----<br>\n",
    "  |--|-----|--|------<br>\n",
    "  Yes|No-Yes|No------<br>\n",
    "  37 127 100 33 <br>\n",
    "\n",
    "1.Chest Pain<br>\n",
    "  --|------|----<br>\n",
    "  HD-----HD-----<br>\n",
    "  |--|-----|--|------<br>\n",
    "  Yes|No-Yes|No------<br>\n",
    "  13 98 24 29 <br>\n",
    " 这个时候可以算出在Chest Pain下面的Gini =0.3<br>\n",
    "\n",
    "2.Blocked Arteries<br>\n",
    "  --|------|----<br>\n",
    "  HD-----HD-----<br>\n",
    "  |--|-----|--|------<br>\n",
    "  Yes|No-Yes|No------<br>\n",
    "  24 25 13 102<br>\n",
    "  这个时候可以算出在Blocked Arteries下面的Gini =0.290<br>\n",
    "\n",
    "-----Good Blood Circulation-----<br>\n",
    "  -------|-----------|--------------<br>\n",
    "  ------BA---------CP------------<br>\n",
    "  ----|-----|------|-----|----------<br>\n",
    "  ---CP-13/102--92/3--BA--------<br>\n",
    "  -｜--｜-------------｜--｜------<br>\n",
    "  17/3--7/22--------8/0---0/30---<br>\n",
    "\n",
    "思考：\n",
    "1.如果你得到的是数值的数据如何计算Gini？(rank一遍，计算平均值，通过小于等于来分类，*没有必要将最大的一个数值包括，因为无法分类)\n",
    "2.如果你得到的是程度数值（比如：按照喜欢程度1234）的数据如何计算Gini？(rank一遍，通过小于等于来分类，*没有必要将最大的一个数值包括，因为无法分类)\n",
    "3.如果你得到的是调查问卷的数据如何计算Gini？(通过排列组合来分类，*没有必要将包括所有的组合计算在内，因为无法分类)"
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